{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "woman sweet_pepper mouse shark possum bridge wardrobe camel trout leopard house cloud keyboard beetle bottle crocodile dinosaur boy   sunflower baby  man   otter clock crab  snail turtle chimpanzee television clock porcupine maple_tree sea  \n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_AutoAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    x = self.relu(x)\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "01598712-6734-4930-9f2a-75286ca12563",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='ResNet182'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:4.5447,train_acc:3.1680,train_top5_acc:11.9720,test_loss:4.2583,test_acc:5.5600,test_top5_acc:19.1800\n",
      "epoch:1,train_loss:4.0720,train_acc:8.0000,train_top5_acc:25.5760,test_loss:3.8901,test_acc:10.9000,test_top5_acc:31.7200\n",
      "epoch:2,train_loss:3.6991,train_acc:14.1300,train_top5_acc:36.6440,test_loss:3.5878,test_acc:16.7600,test_top5_acc:40.4700\n",
      "epoch:3,train_loss:3.2712,train_acc:22.1500,train_top5_acc:48.0920,test_loss:3.0826,test_acc:25.0400,test_top5_acc:53.0800\n",
      "epoch:4,train_loss:2.8225,train_acc:30.2820,train_top5_acc:59.0000,test_loss:2.7241,test_acc:32.1500,test_top5_acc:61.4300\n",
      "epoch:5,train_loss:2.4497,train_acc:37.7380,train_top5_acc:67.0620,test_loss:2.4749,test_acc:37.5800,test_top5_acc:66.4200\n",
      "epoch:6,train_loss:2.1786,train_acc:43.6540,train_top5_acc:72.7880,test_loss:2.2938,test_acc:40.7900,test_top5_acc:70.6800\n",
      "epoch:7,train_loss:1.9452,train_acc:48.8400,train_top5_acc:76.9260,test_loss:2.2152,test_acc:43.1600,test_top5_acc:72.2800\n",
      "epoch:8,train_loss:1.7381,train_acc:54.0640,train_top5_acc:80.5400,test_loss:2.2040,test_acc:43.5000,test_top5_acc:72.5600\n",
      "epoch:9,train_loss:1.5745,train_acc:57.9280,train_top5_acc:83.2200,test_loss:2.1516,test_acc:45.6800,test_top5_acc:74.9700\n",
      "epoch:10,train_loss:1.4165,train_acc:61.7640,train_top5_acc:85.5780,test_loss:2.1012,test_acc:47.0000,test_top5_acc:75.7500\n",
      "epoch:11,train_loss:1.2840,train_acc:65.3380,train_top5_acc:87.3920,test_loss:2.1313,test_acc:46.5000,test_top5_acc:75.2100\n",
      "epoch:12,train_loss:1.1587,train_acc:68.8540,train_top5_acc:88.7120,test_loss:2.1452,test_acc:46.7800,test_top5_acc:75.6100\n",
      "epoch:13,train_loss:1.0742,train_acc:71.0060,train_top5_acc:89.9060,test_loss:2.1504,test_acc:46.8900,test_top5_acc:75.3500\n",
      "epoch:14,train_loss:1.0019,train_acc:73.1340,train_top5_acc:90.5500,test_loss:2.2078,test_acc:48.3500,test_top5_acc:75.2900\n",
      "epoch:15,train_loss:0.9468,train_acc:74.6960,train_top5_acc:91.0080,test_loss:2.1700,test_acc:48.1100,test_top5_acc:76.5700\n",
      "epoch:16,train_loss:0.8914,train_acc:76.1520,train_top5_acc:91.7860,test_loss:2.2439,test_acc:46.9400,test_top5_acc:75.1100\n",
      "epoch:17,train_loss:0.8660,train_acc:76.7080,train_top5_acc:91.9780,test_loss:2.1791,test_acc:47.4400,test_top5_acc:76.0400\n",
      "epoch:18,train_loss:0.8263,train_acc:77.9460,train_top5_acc:92.2260,test_loss:2.2382,test_acc:47.2200,test_top5_acc:75.4500\n",
      "epoch:19,train_loss:0.8248,train_acc:78.0780,train_top5_acc:92.3100,test_loss:2.2499,test_acc:48.5400,test_top5_acc:76.3700\n",
      "epoch:20,train_loss:0.7910,train_acc:78.9620,train_top5_acc:92.6740,test_loss:2.1860,test_acc:49.4600,test_top5_acc:76.9100\n",
      "epoch:21,train_loss:0.7764,train_acc:79.3200,train_top5_acc:92.7200,test_loss:2.2350,test_acc:49.6300,test_top5_acc:76.4600\n",
      "epoch:22,train_loss:0.7602,train_acc:79.8760,train_top5_acc:93.0100,test_loss:2.2148,test_acc:48.9900,test_top5_acc:75.7900\n",
      "epoch:23,train_loss:0.7490,train_acc:79.8940,train_top5_acc:93.0200,test_loss:2.1979,test_acc:49.3100,test_top5_acc:76.3600\n",
      "epoch:24,train_loss:0.7415,train_acc:80.3540,train_top5_acc:93.0660,test_loss:2.2096,test_acc:48.7800,test_top5_acc:76.2700\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/deep-learning/FuTong/试试highway和新的增强/chao_kk.py:55: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=new_train(net,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(net,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(net.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a077bce8-56bf-4831-b9a0-153fdf5ac6f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57d622dc-2b3c-43c0-a49c-4434c9d6ccd2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f29a6591-d197-4116-bb90-9f46e1d25918",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aee71f6c-d1e2-47b1-9a2a-2846eb96134d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
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ff8zHH39c77YpU6aQl5fH6NGjGzzWbrfTs2dPbrvttgZvv/POOwkNDWXDhg0N3sewYcOOLbyItCjDMFiydwn/XPtPtuRuAaBLSBd+M/w3XHzcxbgcrjbPdLC4nGte+YG9eaVEhwUxNqlLdWE+pHsULqe9zTOJiIjIsbG8QB84cCCpqank5+fz7rvvcvXVV/PNN980WqI315w5c7j//vtb5L5aQnJiNO+s3qN50EVERESOwoQJE1i1atVRHz9z5kxmzpx52H2O5f5FpG2kZqfyxJonWJ21GoBOQZ24Zsg1XDX4KsKCwizJVFbh5YZ/r2Ln/mJ6RIfywU0TiYsMsSSLiIiItBzLC3SXy0X//v0BGDVqFD/88ANPPvkkzz//fL19ExISyMrKqrMtKyuLhISERu9/9uzZdaZ9KSgoIDExsYXSN1/ViUTXpefh8xk6IYyIiIiIiEgT/XTwJ55a8xSL9ywGwGV3cfnxl3Pd0OuIDom2LJfPZ3DrO+tYtfsgESFOXpk+RuW5iIhIgLC8QD+Uz+erM+VKbRMmTGDRokXccsst1dsWLlzY6JzpAMHBwQQH+8/JOgcmRBDstFNQ5mHXgWL6xnayOpKIiIiIiIhfSy9M51+p/+KTHZ9gYOCwOZjafyq/S/4dCeGND6hqKw99voVPfswgyGHj+atGcVx8hNWRREREpIVYWqDPnj2bs88+m169elFYWMiCBQtYvHgxn3/+OQDTpk2jR48ezJkzB4Cbb76Zk08+mUcffZRzzz2XN998k1WrVvHCCy9Y+TSaJchhZ2iPKFbvPsi6PXkq0EVERERERBqxv3Q/L/z4Au/89A4enweAM3ufycwRM+kT1cfidKbXvt/N89/sAOChi4YzsV+MxYlERESkJVlaoGdnZzNt2jQyMjKIiopi+PDhfP7555xxxhkApKWlYbfXnGRl4sSJLFiwgLvvvps777yTAQMG8OGHHzJ06FCrnsJRSe4ZzerdB0lNy+OCET2tjiMiIiIiIuJXCsoLmLdhHq9tfo1STykAE7tP5A8j/8CQrkMsTlfj6y3Z3PufDQD88fTjuHCk3t+JiIgEGksL9Jdffvmwty9evLjetosvvpiLL764lRK1jeTEKABS9+RbnERERERERMR/lHnKeGPLG7y0/iUKygsAGB4znJtH3szYbmMtTlfXhr35zFiwBp8BvxrVkz+c1t/qSCIiItIK/G4O9I5gRGJnADbvK8Dt8RLsdFicSERERERExFof7/iYx1c9TnZpNgD9ovrx+5G/59TEU7HZbBanq2tvXinT5/1ASbmXE/rHMOfCYX6XUURERFqGCnQLJHYJpXNYEAdLKtiSUUhyYrTVkURERERERCwzf+N8/rHqHwB0D+/OTSk38Yu+v8Bh97/BRvmlFUx/ZSU5hW4GJUTwrytHEuSwH/lAERERaZdUoFvAZrORnBjN4q05pKbnqUAXERERaaJvvvmG3/72t4SEhNTZ7vP5OPnkk1m5ciVut7vecUVFRWzcuJEnnniCV199Faez7svg8vJy7rrrLsaPH8/ZZ59NWFhYvfvo06cPH3zwQcs+IRFh3oZ5PLr6UQCmD53OzJSZuBwui1M1rNzj48bXVvNTVhHxkcHMvWYMkSFBVscSERGRVqQC3SLJPc0CfV16ntVRRERERNqN0tJSLr30Uv7yl7/U2b5r1y7uuOMObDYbqamp9Y6bPHkyhmFw8OBBnn76aSZPnlzn9nnz5lFYWEhFRQUTJ05k3rx59e5j/PjxLfdERASAuRvm8vjqxwG4MflGbkq5yeJEjTMMgzve/5Fl2w8Q7nIw95oxdI8OtTqWiIiItDIV6BZJ6RUNQOqePEtziIiIiIiIWOHl9S/zxJonALgp+SZuTLnR2kBH8OSin3l/zV4cdhtPXzGSId2jrI4kIiIibUAFukWSe0YDsCOnmPySCqLC9LU/ERERsZhhQEWJNY8dFAY6AZ9Ih/HS+pd4cs2TANyUchM3Jvt3ef7u6j088eXPAPz1/KGcMjDO4kQiIiLSVlSgW6RLuIteXcJIyy3hx715nDgg1upIIiIi0tFVlMDfu1vz2HfuA1e4NY8tIm3qxR9f5J9r/wnAjJQZ/C75dxYnOryl2/Zzx3s/AnDj5H5cPq6XxYlERESkLelU4RaqOnmo5kEXEREREZGO4IUfX6guz38/4vd+X55vzSzkd6+uxuMzOC+5O386c6DVkURERKSNaQS6hVISo/nvun2kpudbHUVERETEnEblzn3WPbaIBLTn1j3HM6nPAPCHEX/ghuE3WJzo8LIKypj+ykoK3R7GJnXhHxcPx27XVFMiIiIdjQp0C6UkmiedSU3PwzAMbJr3U0RERKxks2kaFRFpFc+ue5Z/pf4LgJtH3sz1w663ONHhFbs9XDvvB/bll9E3JpznrxpFsNNhdSwRERGxgKZwsdCQ7lE47Tb2F7nZl19mdRwREREREZEW92xqTXl+y8hb/L4893h9zFywho37Cuga7mLe9LF0DndZHUtEREQsogLdQiFBDgZ1iwA0D7qIiIiIiASef6X+i3+tM8vzP476I9cNu87iRIdnGAb3fbSRr7fmEBJk56WrR9Orq6aYEhER6chUoFssuWc0YE7jIiIiIiIiEggMw+CZ1Gd4dt2zANw66lauHXqtxamO7Plvd/D6ijRsNnjy0hGM6NXZ6kgiIiJiMRXoFktOjAZUoIuIiIiISGCoKs+fW/ccALeNvo1rhl5jbagm+O+6fTz4vy0A3HPuYKYMSbA4kYiIiPgDnUTUYimVBfr6Pfl4vD6cDn2mISIiItKYqKgoPv74Yz7++ON6t02ZMoW8vDxGjx7d4LF2u52ePXty2223NXj7nXfeSWhoKBs2bGjwPoYNG3Zs4UU6AMMweGrtU7y4/kXALM+vHnK1xamO7Iddudz69joApk9K4toT+licSERERPyFCnSL9YvtRKdgJ0VuD9tyihiUEGl1JBERERG/NWHCBFatWnXUx8+cOZOZM2cedp9juX+RjuzQ8vxPo//EtCHTLE51ZNtzirjh36so9/o4c3A8d5872OpIIiIi4kc03NliDruNYT2iAEhNy7M2jIiIiIiIyFEwDIMn1zxZXZ7fPub2dlGe7y9yM/2VH8grqSA5MZonLx2Bw26zOpaIiIj4ERXofqBqHvR1e/IszSEiIiIiItJchmHwxJoneHnDywDcMfYOrhp8lcWpjqyswsv181eRlltCYpdQXr56NKEuh9WxRERExM9oChc/kFJ9ItF8a4OIiIhIh+Pz+ayOEBD0c5SOyjAMHl/zOK9seAUwy/Mrjr/C4lRH5vUZ3PJmKqnpeUSFBjFv+lhiOgVbHUtERET8kAp0P1BVoP+UVUhJuYcwl/5YREREpHW5XC7sdjv79u0jNjYWl8uFzaZpC5rLMAzKy8vJycnBbrfjcrmsjiTSZgzD4LHVjzFv4zwAZo+dzeXHX25tqCb6+6eb+WxjJi6HnRenjaZfbCerI4mIiIifUlPrBxKiQoiPDCarwM2GvQWM7dPF6kgiIiIS4Ox2O3369CEjI4N9+/ZZHafdCwsLo1evXtjtmiFROgbDMHh01aPM3zQfgDvH3cllgy6zOFXTzFu6k5eX7ATgkYuH6/2XiIiIHJYKdD+R3DOaLzZlsS49Ty/gREREpE24XC569eqFx+PB6/VaHafdcjgcOJ1OjeCXDsMwDB5Z9QivbnoVgLvH3c0lgy6xOFXTfPNTDvd/vAmAP00ZyPkpPSxOJCIiIv5OBbqfSOllFuipOpGoiIiItCGbzUZQUBBBQUFWRxGRdsAwDB7+4WFe2/waAPeMv4dfD/y1xamaxjAMHv5sC4YBvx7dk5sm97M6koiIiLQD+o6pn0jpGQ1AalqepTlEREREREQa0p7Lc4DlOw6wcV8BIUF2Zp99vL41IiIiIk2iAt1PDO0Zhc0Ge/NKySl0Wx1HRERERESkmmEYPPTDQ9Xl+b0T7m1X5TnAS9+Z857/alRPOofrhL8iIiLSNCrQ/URkSFD1md9/1DQuIiIiIiLiJwzD4MGVD/L65tcBuG/CfVx83MUWp2qebdmFfLUlG5sNrjuhr9VxREREpB1Rge5HUhKjAViXnmdpDhERERERkSovrn+RBVsWYMPG/RPv51fH/crqSM328hJz9Pnpx8fTJybc4jQiIiLSnqhA9yPJlQX6WhXoIiIiIiLiB1ZkrOCZ1GcAuHv83Vw44EKLEzXf/iI3763ZC8ANJ2r0uYiIiDSPCnQ/UnUi0XXpeRiGYW0YERERERHp0LJLsrn929vxGT6m9p/a7uY8r/Lq8t2Ue3wk94xiTFJnq+OIiIhIO6MC3Y8M6haBy2mnoMzDrgMlVscREREREZEOyuPzcPu3t5NblsuAzgO4c9ydVkc6KmUVXl77fjcA15/YF5vNZnEiERERaW9UoPuRIIedod0jAUhNP2hxGhERERER6aieWvsUq7NWEx4UzmMnP0aoM9TqSEflg7V7OVBcTo/oUM4emmB1HBEREWmHVKD7meTqE4nmWxtERERERDqcZ555hqSkJEJCQhg3bhwrV65sdN+KigoeeOAB+vXrR0hICMnJyXz22WdtmFZayzfp3zB3w1wA7p94P0lRSdYGOko+n8FL3+0AYPqkJJwOvf0VERGR5tMrCD+TUlmgp+pEoiIiIiLSht566y1mzZrFfffdx5o1a0hOTmbKlClkZ2c3uP/dd9/N888/z1NPPcWmTZv43e9+xwUXXMDatWvbOLm0pL1Fe7lziTldy+WDLmdK0hSLEx29xT9lsz2nmIhgJ5eMSbQ6joiIiLRTKtD9TFWBvmlfAeUen7VhRERERKTDeOyxx7jhhhuYPn06gwcP5rnnniMsLIy5c+c2uP+rr77KnXfeyTnnnEPfvn258cYbOeecc3j00UfbOLm0lHJvObcuvpWC8gKGxQzjttG3WR3pmLz47U4ALhvXi4iQIIvTiIiISHulAt3P9OoSRnRYEOVeH5szCqyOIyIiIiIdQHl5OatXr+b000+v3ma32zn99NNZvnx5g8e43W5CQkLqbAsNDWXJkiWtmlVazyM/PMLGAxuJdEXyj5P/QZCj/ZbOG/bms3zHAZx2G9dMTLI6joiIiLRjKtD9jM1mI7lnNADr9uRZmkVEREREOob9+/fj9XqJj4+vsz0+Pp7MzMwGj5kyZQqPPfYYP//8Mz6fj4ULF/L++++TkZHR6OO43W4KCgrqLOIfPtv5GW9ufROAOSfOoXun7hYnOjZVc5+fO7wb3aPb5wlQRURExD+oQPdDmgddRERERPzdk08+yYABAxg0aBAul4uZM2cyffp07PbG32LMmTOHqKio6iUxUfNS+4Od+Tu5b9l9AFw/7HpO6nmSxYmOTUZ+KR//aH6Qc8OJfS1OIyIiIu2dCnQ/VFWgr1OBLiIiIiJtICYmBofDQVZWVp3tWVlZJCQkNHhMbGwsH374IcXFxezevZstW7bQqVMn+vZtvLCcPXs2+fn51Ut6enqLPg9pvlJPKbMWz6LEU8Lo+NHMSJlhdaRjNm/pLjw+g/F9uzC0R5TVcURERKSdU4Huh4b3NF/kbc8pJr+0wuI0IiIiIhLoXC4Xo0aNYtGiRdXbfD4fixYtYsKECYc9NiQkhB49euDxeHjvvfc4//zzG903ODiYyMjIOotYxzAM/vb939iWt42uIV15+KSHcdqdVsc6JkVuDwtWpgEafS4iIiItQwW6H+raKZjELuY8fev35FucRkREREQ6glmzZvHiiy8yf/58Nm/ezI033khxcTHTp08HYNq0acyePbt6/xUrVvD++++zY8cOvvvuO8466yx8Ph+33367VU9BmumDbR/w0faPsNvsPHLyI8SGxVod6Zi99UM6hWUe+saGc8rAOKvjiIiISABo38MLAlhKYmfSc0tZtyePEwbEWB1HRERERALcJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0trc785mVlZdx9993s2LGDTp06cc455/Dqq68SHR1t0TOQ5tiau5W/r/g7ADNTZjImYYzFiY6dx+tj7pKdAFx/Ql/sdpvFiURERCQQqED3U8k9o/jvun2sTcuzOoqIiIiIdBAzZ85k5syZDd62ePHiOusnn3wymzZtaoNU0tIKywuZtXgWbq+bE3ucyHXDrrM6Uov4bGMme/NK6Rru4sKRPayOIyIiIgFCU7j4qaoTiaam52EYhrVhREREREQkIBiGwX3L7iOtMI1u4d34+wl/x25r/28LDcPgxe/M0edXju9NSJDD4kQiIiISKNr/K6UANaR7FA67jf1FbjLyy6yOIyIiIiIiAeD1za+zcPdCnHYn/zj5H0SHRFsdqUWs2n2Qdel5uJx2rprQ2+o4IiIiEkBUoPupUJeDQQkRAKxLz7M2jIiIiIiItHvrctbx6KpHAbht9G0Mjx1ucaKW8+K3OwC4aGQPYjoFW5xGREREAokKdD+WXGsaFxERERERkaOVV5bHbd/chsfwcGbvM7l80OVWR2oxO/cXs3BzFgDXndDX4jQiIiISaFSg+7GUntGACnQRERERETl6PsPH7CWzySzOpHdkb+6feD82m83qWC1m7pKdGAacOiiO/nGdrI4jIiIiAUYFuh9L6RUNwPq9+Xh9OpGoiIiIiIg030vrX2LJ3iUEO4J59ORH6eQKnJL5YHE576xOB+D6E/tYnEZEREQCkQp0P9YvthPhLgcl5V5+zi60Oo6IiIiIiLQzKzNW8kzqMwDcNe4uBnYZaHGilvX6it2UVfgY0j2SCX27Wh1HREREApClBfqcOXMYM2YMERERxMXFMXXqVLZu3XrYY+bNm4fNZquzhISEtFHituWw2xjWMwrQiURFRERERKR5ckpyuP3b2/EZPqb2n8oFAy6wOlKLcnu8zF++G4AbTuwbUNPSiIiIiP+wtED/5ptvmDFjBt9//z0LFy6koqKCM888k+Li4sMeFxkZSUZGRvWye/fuNkrc9mpOJJpvbRAREREREWk3PD4Pf/r2TxwoO8CAzgO4c9ydVkdqcf9J3UdOoZtuUSGcO7yb1XFEREQkQDmtfPDPPvuszvq8efOIi4tj9erVnHTSSY0eZ7PZSEhIaO14fmFEZYGuEegiIiIiItJUT699mtVZqwkPCuexkx8j1BlqdaQWZRgGL3+3E4BrJiYR5NDspCIiItI6/OpVRn6+Ocq6S5cuh92vqKiI3r17k5iYyPnnn8/GjRvbIp4lqkagb80qpLTca20YERERERHxe9+kf8PLG14G4P6J95MUlWRtoFbw7c/72ZpVSLjLwaVje1kdR0RERAKY3xToPp+PW265hUmTJjF06NBG9xs4cCBz587lP//5D6+99ho+n4+JEyeyZ8+eBvd3u90UFBTUWdqThMgQ4iKC8foMNuzTNC4iIiIiItK4vUV7uXOJOV3L5YMuZ0rSFIsTtY6XvtsBwCVjehEVGmRxGhEREQlkflOgz5gxgw0bNvDmm28edr8JEyYwbdo0UlJSOPnkk3n//feJjY3l+eefb3D/OXPmEBUVVb0kJia2RvxWY7PZSNE0LiIiIiIicgTl3nJuW3wbBeUFDIsZxm2jb7M6UqvYnFHAdz/vx26D6ZOSrI4jIiIiAc4vCvSZM2fy8ccf8/XXX9OzZ89mHRsUFMSIESPYtm1bg7fPnj2b/Pz86iU9Pb0lIrepmhOJ5lmaQ0RERERE/Nc/Vv2DDQc2EOmK5B8n/4MgR2COzH6pcu7zs4d1I7FLmMVpREREJNBZWqAbhsHMmTP54IMP+Oqrr+jTp0+z78Pr9bJ+/Xq6dWv4rOvBwcFERkbWWSxjGOBxN/uwFBXoIiIiIiJyGJ/t/Iw3trwBwJwT59C9U3eLE7WOrIIyPlq3F4AbTuxrcRoRERHpCCwt0GfMmMFrr73GggULiIiIIDMzk8zMTEpLS6v3mTZtGrNnz65ef+CBB/jiiy/YsWMHa9as4corr2T37t1cf/31VjyFpsvcAK+cDV/+pdmHDusZhc0Gew6Wsr+o+QW8iIiIiIgErp35O7lv2X0AXD/sek7qeZLFiVrP/GW7qPAajEnqXD3QSERERKQ1WVqgP/vss+Tn5zN58mS6detWvbz11lvV+6SlpZGRkVG9fvDgQW644QaOP/54zjnnHAoKCli2bBmDBw+24ik0XVEWpC2HlS9Azk/NOjQyJIh+sZ0A+HFPXiuEExERERGR9qjUU8qsxbMo8ZQwOn40M1JmWB2p1ZSUe3h9RRoA12v0uYiIiLQRp5UPbhjGEfdZvHhxnfXHH3+cxx9/vJUStaL+p8FxZ8FPn8EXd8EV7zTr8OSe0WzLLiI1LY9TB8W3UkgREREREWlPHlr5ENvyttE1pCsPn/QwTrulb/Fa1Tur9pBfWkFS1zBOP17viURERKRt+MVJRDuMM/8P7EHw8xfw85fNOjQlMQqA1D35rZFMRERERETamY37N/Lez+9hw8bDJz1MbFis1ZFajddn8PIS8+Sh153QB4fdZnEiERER6ShUoLelmP4w7rfm9c9ng7eiyYemJHYGYF16XpNG7ouIiIiISOAyDINHVz8KwC/6/oKx3cZanKh1LdyUSVpuCdFhQfxqVKLVcURERKQDUYHe1k6+HcJiYP9P8MNLTT5sYEIELqed/NIKdh8oacWAIiIiIiLi777b+x0/ZP6Ay+5i5oiZVsdpdS9+Z44+v3Jcb0JdDovTiIiISEeiAr2thUTBqXeb1xfPgeIDTTrM5bQzpHskAKnpea0UTkRERERE/J3H5+GxVY8BcMXgK+jeqbvFiVrXmrSDrN59EJfDzrSJva2OIyIiIh2MCnQrjJwG8cOgLB8W/73JhyX3jAZUoIuIiIiIdGT/2fYftudvJyo4iuuHXW91nFb30nc7ADg/pTtxESEWpxEREZGORgW6FewOOGuOeX3VXMja1KTDRvSKBmDdnrzWySUiIiIiIn6tpKKEZ1KfAeC3w39LpCvS4kStKz23hM82ZAJw/Yl9LU4jIiIiHZEKdKv0ORGOPw8Mn3lC0SacGLRqBPrGfQWUe3ytHFBERERERPzN/E3zySnNoWennlw68FKr47S6l5fsxGfAiQNiGJgQYXUcERER6YBUoFvpjL+CIxh2LIat/zvi7r27hhEVGkS5x8eWzILWzyciIiIiIn5jf+l+XtnwCgA3j7yZIEeQxYlaV35JBW+vSgfgBo0+FxEREYuoQLdSlz4wYYZ5/Yu7wOM+7O42m43kxGgA1mkedBERERGRDuXZ1Gcp9ZQytOtQpiRNsTpOq1uwMo2Sci+DEiI4cUCM1XFERESkg1KBbrUTZ0GneMjdASueO+LuKZUFemp6fisHExERERERf7Ejfwfv/fweALeOvhWbzWZxotZV7vExb9lOAK47oU/AP18RERHxXyrQrRYcAafdZ17/5hEoyj7s7imJUQCkph9s7WQiIiIiIuInnlj9BF7Dy+TEyYxOGG11nFb38Y/7yCpwExsRzC9TulsdR0RERDowFej+IPky6D4Cygvhq78eftfKE4luzymmoKyiDcKJiIiIiIiVVmet5uv0r3HYHPxx1B+tjtPqDMPgxe/M0efXTEwi2OmwOJGIiIh0ZCrQ/YHdDmc9aF5f8ypkrGt0166dgknsEgrA+j2axkVEREREJJAZhsFjqx4D4MIBF9I3KvBPprls+wE2ZxQQGuTginG9rI4jIiIiHZwKdH/RazwMvQgw4LPZYBiN7lo1Cj1VJxIVEREREQlon+/+nB/3/0ioM5SbUm6yOk6bePG7HQBcPLon0WEui9OIiIhIR+e0OoDUcvr9sOVT2L0UNv0HhkxtcLeUxGg+/jFDBbqIiIiISACr8Fbw5OonAZg+ZDoxoTEWJ2p9P2cVsnhrDjYbXDupj9VxREQkQBiGYQ5WNQzw+cAwarYdbr3qus8HBmD4qvcxaq8bBragoHoLQUF+dSJswzAwKiowyssbXHxuN0ZFBXi9GB5P9YLXi1FRdb1quxfDU1FzW+V2PJXHej1QvV/lcZX3YXi9BPdJIu6226z+kTSJCnR/Ep0Ik26Gbx6EhffAcWdBUEi93ZITowFzBLphGH71F1FERERERFrGW1vfYk/RHmJCY7h6yNVWx2kTLy8x5z4/c3A8STHhFqeRjs7w+fCVlOIrKcYoKcFXtRQX17pea3vlAuCIjMQRFYk9MhJHZBSOqEgckZHYo6JwREXhiIgwy7UOyvB68ebn49m/H19hoVk2BodgDwnGFmwu9spLm0PnQQhEhteLNy8PX2kpRlkZvjI3hrsMX1kZhtt9yLZat5W58bkrL8tKMWrvU1ZmFsCHXFJh8TkEGyjWba6q664Gi/fGFgyf+dzKGy7BfRXljd5mlJeb5bif8CYnWx2hyVSg+5tJN8PaVyEvDZY/DSfV/yRmaPcoHHYbOYVuMgvK6BYVakFQERERERFpLQXlBTz/4/MAzEiZQVhQmMWJWl9OoZv31+4F4IYTA3+ud3/kKy83C638fLxVS14+RkW5OfrS6wPDh+H1VY7KrLxu+DC8XvAZGD7zEp+3wWOqbq/ez+vFMMyRnTa7DWx28zxhdhu2ply32yuPaey6veZ+bTazaDu0+K5diNdajNLSVv1528PCzEI9sqpcryzbGyrfo6LMdT8u333l5Xhzc/HsP4D3wH48B3LxHNiPd/8BPLm5tbYdwJuba/4ONUVQUHWZXl2qh4TUuh6M3WVuswW7sAeHmPuGBGNzVd4eHGz++Xu85u9mrUvD5zVHzPq85u+j12eOlPX6zBG0dS6r9mns+Mrfcwzz97tqpPIR1sHA8B1hNHTVMZgf0DhjYnDGxuKMrbqMxVG9LQ57eJhlAy69RUV4srLwZGdTkZWFJysbT3Y2nuwsKrKzzfWcHPB6Lcl3VGw2898dm838uR66DubI6vLy+sdWVJijvts4cpMEBWEPCsLmctVdnE5wOrA5g7A5HPXXg5zgcGJzOs0PuRq7zekApxNbA+vOuFirn32TqUD3N64wcyqX96+H7x6DlCsgsludXUJdDgbGR7Apo4DUtDy6DVOBLiIiIiISSF5e/zJ57jz6RvVlav+pVsdpE69+v5tyj4+UxGhG9e5sdZx2zVdWVl1+e/Py8Obn4c3PrynG82oV5PlV++S3emHcbtntZtl9yGILr7UeHl55PRwMA29BPr6CArz5BebPuKDA/PkXFOArKgKoLuo9GRnNjxQWhi00FHtIiFkmN3QZGoI9OAR7aIg5uvtwlyGhZuF8yKWvzF23DK++PFCvIPcVFDT7eTiio7FHRmJ4KipHErvNEcMeT81OFRX4KiqgqIh2VLe2Kk9mJu6ffjrsPrbQULNMryrVY2qK9urSPSYGR5cuTR7lb5SX48nJqSnBq0rxquuVpXnVNzGOyGar+TCk1qX5oUfty6pvJ9Rc1tknJKTObebvcNUHKSFm+Wuv/OANKj9gqyzAsVV+yHbkgrxJPyOj8oPBqtK8oaX80G3lDe5HvePKwWY3PzhyucxR7C4X9kPL7yDX4W+v3i/I/FnIEalA90fDfgUrX4A9K2HR/XDBc/V2SU6MNgv0PXmcPaxbA3ciIiIiIiLtUUZRBq9teg2AWaNm4bQH/tu2sgovr32/GzBHn2uayoYZ5eWUp6fj3r6d8h07Kd+Tbo4YP6QQN9zuo38Qu71yBHQU9ugoHJFR2IJd5qhvh8MsW+x2bI7KEd4Oe+U2R+XIb0flqO8m7ld1u81WOY+wzxy57jvkus9njlT3GTWj3xu93vjx9uCQmrK7VgFuq1OOh9e9LTi4RX8nDY8Hb2GhWbBXluy+gvzq63XK94LK9coivnb5TkmJ/xXKTifOLl1wxHTF2aUrzq5da67HdMVR+7JL50ZH0hsej1mml5djVE7pUWdqjsrFV126l2G4y81vGLjdNdN6VF73ucvMP0O7wyyLHVWXdmwOZ/Xl4W+zm6NqHfZa+ziw2R3mqFqH0yxiq779YKtV1Da4Xqu4PXS9oWIXG9htYIA3Lw9PTg6e/Tl4cnLw7t+PJzunctt+fMXFGKWlVKSlUZGWdvg/M4fD/DOLrVu025xBNaPIs82C3HvgQJN/FewRETjj4wiKi8cZF4czPh5nXCxB8fGV1+Nwdu1qltsBxGazmSOsnU4I1YDXQBFYv6WBwmaDsx+EF0+FdW/AmBug56g6u4xIjOaNlWms04lERUREREQCytOpT1PuK2d0/GhO6nmS1XHaxEep+8gtLqdHdChThsRbHcdy3qIiynfuNIvy7Ttw79xB+fYdlKen1x2ZezhOpzndx6FLdFTNPNxR0dXbqm63R0RoRGIrszmdODt3hs7N/6aF4fWao9gLC/GVlpkl8WEuq+aIbvyyDKO01Cyaa13WyRsWhrNr18piPKamIO8ag7NrFxxdzaLc2bUr9qioFvmwwVZZQNrDdS6Eo+ErKaku0z05OXhyqi5rb8sxp9LxeqvX3Ww+4n3bgoLM8ruyFA+Kr7xeWZRXrdvDAn/qMek4VKD7qx6jIPkys0D/7A647guzWK9UdSLR9Xvy8foMHHaN0BARERERae+25G7hv9v/C8Bto2/rECOxDcPglWW7ALh6Ym+cjo5R3hqGgScnh/IdO3HvMIvy8p07cG/fgScrq9Hj7GFhuPr2JbhfX4J69zbLzKryu6oUj462dP5jaT02h+Ooy/emMgzDPNlgaak5/YOK0HbHHhaGq3dvXL17H3Y/w+Mxp+KpHMlePZo9JwejwmOOFI+PI6h6BHkcjs6d9W+LdDgq0P3ZaffBpo/MqVzWvwvDL66+qX9cJ8JcDorLvWzLLmJgQoSFQUVEREQkEDzzzDM88sgjZGZmkpyczFNPPcXYsWMb3f+JJ57g2WefJS0tjZiYGH71q18xZ84cQkJC2jB1YHls1WMYGJzd52yGxAyxOk6bWLEzl80ZBYQGObhkdC+r47Q4w+OhYs8e3Dt2Ur5jO+7tOyjfsQP3jh34CgsbPc4RG0Nwn764+vUluG8/XH37ENyvH874eJVX0qpsNhu24GAIDrY6irQym9NJULw5alxEGqcC3Z9FdoMTZ8FXf4Uv74NB54DL/PqSw25jWI8oVuzMZV16ngp0ERERETkmb731FrNmzeK5555j3LhxPPHEE0yZMoWtW7cSF1f/jfWCBQu44447mDt3LhMnTuSnn37immuuwWaz8dhjj1nwDNq/pXuXsjxjOUH2IP4w4g9Wx2kz85buAuCCkT2ICmt4PuT2xJOTQ/5HH1H643rKd+ygfNcu82RwDbHbCUrsWb8o79sXR1RU2wYXERGRBqlA93cTZsKa+ZCXBkv/CafMrr4ppVc0K3bmkronj1+PSbQwpIiIiIi0d4899hg33HAD06dPB+C5557jk08+Ye7cudxxxx319l+2bBmTJk3i8ssvByApKYnLLruMFStWtGnuQOH1eXl09aMAXDboMnpG9LQ4UdvYc7CELzZlAjB9YpK1YY6BYRiUrFjJwbfepHDhl/XmKbcFB+PqYxbjrn59Ce7XD1efvriSemPXKF8RERG/pgLd3wWFwBl/hXeuhqVPwIgrIdosy1N6RgOQmpZnWTwRERERaf/Ky8tZvXo1s2fXDNaw2+2cfvrpLF++vMFjJk6cyGuvvcbKlSsZO3YsO3bs4NNPP+Wqq65q9HHcbjdut7t6vaCgoOWeRDv33x3/5eeDPxPhiuA3w39jdZw28+ry3fgMOKF/DAPi29+3ar35+eR/+CEH33yL8p07q7eHJicTceaZBPfvh6tfP4K6d9eJOUVERNopFejtweDzofck2L3UnMrlV3OBmhOJbs0qpLTcS6jLYWFIEREREWmv9u/fj9frJT4+vs72+Ph4tmzZ0uAxl19+Ofv37+eEE04wT4bo8fC73/2OO++8s9HHmTNnDvfff3+LZg8EpZ5Snlr7FAC/GfYbooI7xtQdJeUe3liZBsA17Wj0uWEYlP34IwfffIuCTz/FqPxQyB4WRuQvz6PzJZcQcvzxFqcUERGRlqKPwNsDmw3OmgPYYMN7kPY9AN2iQoiNCMbrM9i4L9/ajCIiIiLSoSxevJi///3v/Otf/2LNmjW8//77fPLJJ/z1r39t9JjZs2eTn59fvaSnp7dhYv/1+ubXyS7Jpnt4dy47/jKr47SZD9fuo6DMQ++uYZw6yP9PYOcrLubgW2+z86KL2HXJpeR/8AGG203wwIEk/OU++n/7Ld3+8heV5yIiIgFGI9Dbi27JMPIqWPNv+N+f4YavsdntpCRGs3BTFqnpeYxO6mJ1ShERERFph2JiYnA4HGRlZdXZnpWVRUJCQoPH3HPPPVx11VVcf/31AAwbNozi4mJ+85vfcNddd2FvYLqK4OBggjXfcx25Zbm8tP4lAH4/8vcEOzrGz8cwDOYtM6c8mTYhCbvdZnGixpVt/Ym8t94k/z8f4SsuBsDmchF59llEX3opoSkp2Gz+m19ERESOjUagtyen3gOuCMhIhXVvAJBSOY1LanqeZbFEREREpH1zuVyMGjWKRYsWVW/z+XwsWrSICRMmNHhMSUlJvZLc4TCnFDQMo/XCBpjn1z1PcUUxx3c5nnP6nGN1nDazbPsBfsoqItzl4OLR/nfCVJ/bTf5HH7Hr8ivYef75HFzwBr7iYly9exP35z/T/5vFdH/oIcJGjFB5LiIiEuA0Ar096RQHJ/8JFt4Li+6Hwb8kufJEouv25FkaTURERETat1mzZnH11VczevRoxo4dyxNPPEFxcTHTp08HYNq0afTo0YM5c+YAcN555/HYY48xYsQIxo0bx7Zt27jnnns477zzqot0ObzdBbt5e+vbANw6+lbsto4zvumVpbsA+NWonkSGBFkbppby3bs5+Nbb5L//Pt68PHOjw0HEaafR+bJLCRs3TicDFRER6WBUoLc3434Hq+dB7g747jGGn2CepCk9t5QDRW66duoYX/kUERERkZZ1ySWXkJOTw7333ktmZiYpKSl89tln1ScWTUtLqzPi/O6778Zms3H33Xezd+9eYmNjOe+88/i///s/q55Cu/PkmifxGB5O7HEi47qNszpOm9l9oJhFW8zpgqb5wclDjYoKCr/+mrw336J42bLq7c5u3ej864uJuvAiguL9f452ERERaR02o4N9v7KgoICoqCjy8/OJjIy0Os7R2fIpvHkZOIJhxgpOe2U323OKmXvNaE4dFG91OhERERGpJSBef7aSjvyzSc1O5ar/XYXdZufd895lQOcBVkdqM3/9eBMvL9nJycfFMv/asZblqMjMJO/td8h791082dnmRpuN8JNOpPMll9LppBOxOTXmTEREJFAc7WtPvRpojwaeDX0nw47FsPAekhNvY3tOManp+SrQRURERET8nGEYPLrqUQCm9p/q9+W55+BByn78EUdMDMH9+mEPCTnq+yp2e3j7h3QApk9KaqGETecrLqZkzRoOvvkWRV9/DT4fAI6uXYm+6CKif30xrp7+Nye7iIiIWEcFentks8GUOfDcJNj8X6aMOZ/3CWOdTiQqIiIiIuL3vkr7itScVEIcIcxImWF1nHp85eWUrllL8bJlFC9dStmmTVD1xWWbjaBeiQQPGGAu/fubl0lJ2FyuI973e2v2UOj20DcmnJMGxLbac/AWFVO+fRvubdtxb9+Oe/s2yrdtp2Lv3jr7hY0ZQ+fLLiXi9NOblF9EREQ6HhXo7VX8YBh9LfzwEidtfww7d7JuTx6GYegs8FYyDPC4wVMKFWXgqVwqSiGyB0ToGwIiIiKtxjDAW27+v1v9f3BZ3f+XuyVDWBerk0oHVuGr4PE1jwMwbcg04sKsn1vbMAzKd+ygeOlSipYupWTlDxilpXX2cSUl4c3Lw5uXR8XuNCp2p1H05aKaHZxOgvsk4aoq1CvLdVevXtgqTyrr8xnMW7YLgKsnJmG3H/v7Fm9BgVmQbzMLcrMs344nI6PRYxyxMUSedTadL72E4H79jjmDiIiIBDYV6O3Z5Dth/TuE5m7iCudiXi05ld0HSkiKCbc6WfvhKYcdX0PxfvPNtcdd86a7+rLsMLeV1i/Maey0AjZIOgGGXgiDp+rNu4iItH+GAT4v+CrM4trrMS99FeCtWhpar9yvapuvouGy+7D/D9f+/7cp/w9XuupD6HdKW/x0RBr07k/vsrtgN11CunDt0Gsty+E5eLByhLk5ytyTlVXndkdMDOETJ9Bp0iTCJkwgKC4OwzDwHjiA++efK5dt1dd9xcWV69so/N9n1fdjCw7G1a8vwf37s69zd7purYCYHlw4onuz8nrz8iqL8sqyvHJ0efXc5Q1wxsYSPKA/rn79Ce7Xj+D+/XD164ezc+fm/bBERESkQ1OB3p6Fd4XJs+GzO7g16B0+9Ixn3Z48FehNVXwA3roS0pa1zv3b7OAMhaAQcLigMAN2fWcun/4J+p0KQ38Fg86B4IjWySAi0p54PWB3mFOVSevxVkBpHpQeNJeyWterl1rb3AV1y+5DC/AjFdaWsUFQKDhDKi+Dzf+XncFWB5MOrKi8iOfWPQfAjck3Eh7Udq/bq6dlWbrUnJZl8+aaaVkwi+6wUaMInzSJ8BMmEXzccfW+2Wqz2XDGxOCMiSF8woTq7YZh4MnMrF+sb9+OUVaGe9Nm3Js20wl4oPKYfV89imtA/7rTwAwYgM3prCzIa8py9/btePfvb/S5ORMSKgvy/rj69yO4X3+C+/XFERXVkj9CERER6aBUoLd3Y66HVXOJ3v8Tv3d+QGr6YM5P6WF1Kv+3/2d4/WI4uBOCIyFxnFl0V72xrvOGO6TyekhNId7YfrXfoDuC6pZAeWmw4X3Y8C5kroefvzAXZygcNwWG/Qr6n2Hev4hIIKkohcJMKMoyP0wsrLw8dL0sD+xO89/lkKjKpfJ68CHrIVG19ousu253tO7zqZ6uq9Yo6er1qsty8/8Am73+YndUXj/0dsch67ZD9m9gqSitX343WIgfhNJ887K8sHV/PjaH+X+gw2X+eTpcletBYK/c7qjcbg+qua3q/8+gkFr/9zb2/3ATbne49GGM+J25G+aSW5ZLUmQSFx13Uas+lmEYlG/fbk7LsmxZg9OyBA8caBbmkyYSNmrUUZ8c1GazEdStG0HdutHppJNqMni9VOzdi/vnn8lI3ciX//uepIJM+pTk4CspoWzdj5St+7HJjxPUvbtZkPcfUGdEuaNTp6PKLSIiItIUKtDbO0eQeULR1y/iGsdn/HHn+cAQq1P5t53fmSPPy/Iguhdc/g7EDWr9x43uBSfcYi45P8GG98wy/cA22PShuQRHwqBfwLCLoM9ks2AQEfFX5SVQlNl4IV61Xpbf9Pv0eaA011yOlqvT4Ut2h6uR0ruJl1730WfzJyFRENrZXEKia65XL5XbgiPNcvtIBXjVut1u9TMT8UtZxVm8uulVAG4ZdQtB9qAWfwxPbi7Fy5cfdlqWTpMmmqX5hAk4Y1vvJJ4ANocDV69euHr14tHiBObl9OP04+N48fIUytPSzFHqP1WOWt+2jfLdu8EwCOrZs6Yg79/fHFHetw/2cH3TVkRERNqe2rlAMOB0SnqfRtjuRVy0/znKPRfjcurNa4PWvgb/vdksaHqOhUsXQKfWfePQoNjj4JTZMPkOyFhnFukb3oeCvbBugbmExcCQqTD0Ikgcr0JCRI6ez2uWv153ZQnsPmS9rIFttdfLoKygshDPrBxNntm8YtwZAhEJ0CnBvKxaaq+Hx5rTgpTlm49Xlm9OH1KW18C2WutV2ypKzMcqLzKXgr2t8uOsy1Y5Ajq47qXDZd5s+BpZvOZI9kZv94HvMLdVTZtiD6pfeNde6hXjlettMVJfROp4JvUZyrxljIgbwamJp7bIfRo+H6Vr11K0+BtzWpZNm+rcbgsOJmz06MpR5pMIPm5AvWlZ2kJBWQXvrEoH4JqJfbAFBZkFeb9+cNZZ1fv53G4wjKMeCS8iIiLSGlSgB4jQXzxIxTPjOdW+hp2rPqHP+POsjuRffD746q+w5DFzfehFcP6/rJ8uxWaD7inmcvoDkL7CLNM3fggl++GHl8wlsicMvcCcM71bsr6SLtJcPh+UHDAL1YJ9ULjP3OYKg6DKpbHrQWFt8wGWYZgFsLsI3IVmIVxedb2BpbzWfhVlhy/HfZ7Wy+0MbbwQr70eEtX0f7sim3diuWreispSPa/hot1dYM7t7auomYqrofK73uVhbjt0uq62UlW+V031IiJ+7aeDP/Hhtg8BuHX0rcdUYhteL6Vr11Lw2ecUfvFFvZNoBg8aRPikiYRPPLZpWVrSu6v2UFzuZUBcJyb179rofvZgnaNARERE/I8K9ABhiz2ORRHnc1bh+3T+7l7oPwhiBlgdyz9UlMIHv4VN/zHXT7rdPPmqv43ottuh9wRzOesh2LkY1r8HWz6Ggj2w7Clz6drfLNKHXmSOZBfp6LwV5sjogn2VBXlGraI8o2abr+LoH8MZUlmsh5tzLh+pdHeFQVC4OcK3vLhW4V1QWXofUoyXV14avpb7uTTGZq8pgB3BlUVwcK31EHC66u/j6gQR8RDRDTpVXkbEm9N7+EuB6wgyT7Ad3ng5EzBsNnOucRFpFx5f/TgGBmf0PoPk2ORmH294vZSsXk3hZ59TsPALvDk1J9S0R0TQafJkOp14QptMy9JcPp/B/OW7ALhmUpIlI+BFREREjoUK9ACy/fibyF3xBV2Kd8DToyF+qDkFyOALIKa/1fGsUZgFb14Ge1ebX3M//2lIvtTqVEfmcEL/082l4nHYthDWvws/fWbOmf7Ng+aSMKymTI9OtDq1SMsrL6kswffVjBwvOGQpyqJ6OovDsplThER2NxdHkHn/FaVQUVz/uqfWidaqThR5LPNyN5XNDq4ICK5aOtW6HnHIbZVLUGgjZXgwdaYUcYbo3AoiIm3s+4zvWbJ3CU67k1tG3tLk4wyvl5JVqyn8/DMKFi6sW5pHRhJx6qlEnDWF8IkTsbtcrZC8ZXy9NZvdB0qIDHFywYgeVscRERERaTa9iw4gg/r0Yvp3t3Nn+H8Y51sHWRvM5au/Qfwws0wfcgF07Wd11LaRtQkW/Bry0835Xi95HZImWZ2q+YJC4PjzzMVdCFs+Nad52f4VZK43ly/vM+dJH3oh9J4IscerJJOWZRiVo6eLzDmqvRWVl0293ox9y0sq59neB6UHm5bP7oSI7hDZrbIg72GOkK66HtnNnErE2YyCweczS/SKUnMUeUWJuZSXHOZ6ceX+lde9ngaK8EhzNPehJXh1GR7mPyO6RUTkmPgMH4+tMqcQvGTgJfSK7HXY/Q2Ph5JVqyj47DMKF36J98CB6tvsUVFEnHYakVPOJHzCBGx+XJrXNm/ZLgAuHduLMJden4qIiEj7o1cwASQ5MZp1Rn8uLb6VdbePIXLXF7DxA9ixGLLWm8tXfzVHLQ+5AAZPDdwy/ecv4Z1rzGkRuvaHy98OjOcaHAHJl5hLSa45Lc2G92DXEkj/3lzAnNu3WzL0GAk9RkH3EdClr0o5qeHzmeV0yX4o3l/r8sAh67k1149lCpRjERRWM2o8onvN9drbwmNbflomu92cssUVDuExLXvfIiLSIXyy4xM2526mU1Anfjv8tw3uY3g8lPzwgzmn+cKFeHNrvu1kj4oi4vTTiDzrLMLHjWs3pXmVn7MK+e7n/dhtcNX43lbHERERETkqKtADSEynYHp2DmXPwVJWZhicPuJKGHGlWYBt+cQs03d+UzNqedEDkDC8cpqXqYFRMAOsfBH+d7s5l3DSifDrf0NYF6tTtbywLjB6urkU7DP/fH/6DPauNT84qF2oA4RE1yrUR5rXIxIsi98heD3miQsrSio/vLA18ZKGt9vsjR9jGA0U4gcaXy/NPbr5tu1Oc2oQR5A5JYjDVf+68wi317t+6PEh5mjxqoK8OSefFBER8RNur5un1j4FwHXDrqNzSOfq2wyPh+IVKyj87HMKv/wS78Gab1w5oqLodMbpRE45i/Dx47AFBbV59pZSNfr8jMHxJHYJszaMiIiIyFFSgR5gzhgczytLd/HmD2mcPjje3BjWBUZeZS4lueZJKTd+ADu+gcwfzWXRA+aI5cFTzUK9S18rn8bR8Xnh87tgxbPmesqV8IvHmzdlQ3sV2R0mzDAXn8+cJ33fGnPu971rzD/jsjxz2pftX9U6roc5Or3HKLNQ7z7CLCulLo/bLKfrLHkNbDvkdne+1cmPLCQKwmLMEdZhMea/F1XXqy+71qwHhVqdWEREpF1YnL6YjOIM4sLiuPL4KzEqKihesZLCzyunZ8nLq97XER1NxBlnEDFlCuHjxrbr0rxKfkkF76/ZC8A1E/tYnEZERETk6KlADzBXjOvNK0t38dWWbPbmldIj+pCyK6wLjJxmLsUHasr0nd9CxjpzWXQ/dEupGZnepR284HUXwXvXmSOwAU67D074Y8cctWq3Q+xx5lJ1wlRPOWRvrCzU15qXOVugYK+5bPm45viuA2oK9R6jzJPRBoVY81yOhddTOX91WSOXlUtZvll4l+U1Xo5XlBxbFkdw5RXDHClu+GquN+nkl01lM/+OV5ffXQ8pwxtYd7T/N+giIiL+aE3WGhxeg8vzjif3vr9S9OUivPk1H647Oncm4owziDxrCmFjx2JzBtZbs7dXpVNa4WVQQgTj+wbgt0FFRESkwwisV2lC/7hOTOjbleU7DvDGijRumzKw8Z3Du8Koq82l+ABs+W9lmf4dZKSay5d/MUclV41M75zUFk+jefL3whuXmNPSOEPggufNrFLD6TL/HLuPgDGV29xF5gcme1fXjFbPS4MDP5vLj2+a+9mdED+k7tQv4bHmiH+fx1wMX831qu0NbfN5wfAesr2Rbb6KxktvT1kDl4fs6/O07M/QZjdPRhsSbV42aYk2R3g3paQ2ahXqR7z01d8G5skp7Y6Wfd4iIiJyVPb8uJxnnvfSpWgRVbW5o0uXmtJ8zJiAK82reH0G85fvAmD6pCRsHXFQi4iIiAQMm2EYLTn8sVnmzJnD+++/z5YtWwgNDWXixIk89NBDDBx4mNIXeOedd7jnnnvYtWsXAwYM4KGHHuKcc85p0mMWFBQQFRVFfn4+kZGRLfE0/M4nP2YwY8EaYjoFs3z2qQQ5mnliveL9sPm/sOlDc2R67XmSu4+oOQFpZz84EdC+tbDgUijKhPA4uOxN6DnK6lTtV/F+82daNfXL3tXmnNntnTPEXIJCay6DQs2TrYZE1ZTdodGNl+GuiJY/SaWIiHQIHeH159EK1J9NUVEuS84+gd45BrYunYmaMoXIKWcRNmY0Nkfgf9j9+cZMfvvqajqHBbF89mmEBAX+cxYRERH/d7SvPS0d8vDNN98wY8YMxowZg8fj4c477+TMM89k06ZNhIeHN3jMsmXLuOyyy5gzZw6/+MUvWLBgAVOnTmXNmjUMHTq0jZ+BfzpzSDyxEcHkFLr5YmMW5w7v1rw7CI+pOTllUU7lyPQPYdd3Zrm6by0svBfih8GAM2DAmdBzDDja+Ndp88fw/g3m9Bpxg+HytyC6V9tmCDThMZV/pmeY64YB+em1CvU15jcTyovA5jBHp9ud5qhne+V69fZa26q3177NaY7qrnMflZc2R83JJGuX3g1ehplTzDhDKy8b2EejnkRERKQN/TznL/TOMSgMtzPyo49wxsRYHalNzVu6C4DLxvZSeS4iIiLtnqUj0A+Vk5NDXFwc33zzDSeddFKD+1xyySUUFxfz8cc1czaPHz+elJQUnnvuuSM+RqCOcjnUo19s5amvtjGhb1fe+M34lrnTohzY/JE5Mn3Xkroj00OioN9pZvHa/3ToFNcyj9kQw4DlT8MX9wCG+Xi/egVCAvfP069U/ZOhUlpERKRJOsrrz6MRiD+boiVLSb/+egC+nDmW38+cb3GitrU5o4Czn/wOh93Gd7efQvdDz8kkIiIiYpF2OQL9UPmVJ9Xp0qXxk8wsX76cWbNm1dk2ZcoUPvzww9aM1u5cOrYXz3y9jeU7DrAtu4j+cZ2O/U47xcKY68yl+ABsXwQ/fwHbvjRPtLjxfXMBc6qXAWeaS/cRLTcvs7cCPr0NVs8z18dcD2c91Paj3zsyFeciIiIiDfIcPMi+2XcA8PlIGwmnn21xorY3f9kuAM4akqDyXERERAKC37SOPp+PW265hUmTJh12KpbMzEzi4+PrbIuPjyczM7PB/d1uN263u3q9oKCgZQL7uR7RoZw6KI4vN2fz+ord3HfekJZ9gPCuMPzX5uLzmlN7/PyFuWSk1kz18s1DENrFHCU+4EzofxqENf4ByWGV5sE7V8OOxebUH1PmwLjfqtAVEREREcsZhkHG3ffgzdnPvq52Xj3VxoK4EVbHalMHi8v5YO1ewDx5qIiIiEgg8JsCfcaMGWzYsIElS5a06P3OmTOH+++/v0Xvs724YnxvvtyczXur93D7lEGEulpp/kG7AxLHmMupd0Fhljkq/ecvYPvXUJoL6982F5sdeoyuHJ1+BiQMb9qJGQ/ugtd/Dfu3QlA4/GouDDyrdZ6PiIiIiEgz5b3zDkWLFoHTyRO/NHCFRdA/ur/VsdrUGz+k4fb4GNojklG9O1sdR0RERKRFNKG5bH0zZ87k448/5uuvv6Znz56H3TchIYGsrKw627KyskhISGhw/9mzZ5Ofn1+9pKent1huf3fygFgSu4RSUObhv+v2td0DR8TDiCvg1/Ph9u1wzadwwh8hfqg5b/qelfD13+CFk+HRgfDhTbDxA3OEeUPSV8KLp5nleWQPuPYzleciIiIi4jfcO3eSNedBAPZeMZldCTaSY5NxtNQ0hu2Ax+vj1eW7AbhmYh9s+paoiIiIBAhLC3TDMJg5cyYffPABX331FX369DniMRMmTGDRokV1ti1cuJAJEyY0uH9wcDCRkZF1lo7Cbrdx+djeALy2Yrc1IRxBkDQJTv8L3LgU/rgJznsSBv0CXJ2gOBtSX4d3roGH+8Ir58CSxyFzg3myyvXvwrxfQMl+6JYM1y+CbsOteS4iIiIiIocwysvZd9ufMEpLCRs/ni/GhwAwooNN3/LFpiwy8suI6eTivORuVscRERERaTGWTuEyY8YMFixYwH/+8x8iIiKq5zGPiooiNNQ84cy0adPo0aMHc+bMAeDmm2/m5JNP5tFHH+Xcc8/lzTffZNWqVbzwwguWPQ9/9uvRPXl84U/8uCefH/fkMbxntLWBonrAqGvMxVMOacsr505faI4w373UXL78C3RKgKLKue0H/QIufAFc4RaGFxERERGpK+fpZyjbuBF7VBTdH5zDmu+uBDpegf7K0p0AXD62F8HOjjPyXkRERAKfpSPQn332WfLz85k8eTLdunWrXt56663qfdLS0sjIyKhenzhxIgsWLOCFF14gOTmZd999lw8//PCwJx7tyLp2CubsYeb0Nq9/n2ZxmkM4XdD3ZJjyfzBzJdy8Ds75BwyYAs7QmvJ84u/h16+qPBcRERERv1Lyww8cePFFALrdfz/7OxlklWThsDkYGtNx3p9s2JvPD7sO4rTbuGJ8b6vjiIiIiLQoS0egG4ZxxH0WL15cb9vFF1/MxRdf3AqJAtOV43vzn9R9/GfdXu4893iiQoOsjtSwzkkw9gZzqSg1R6LbHNDvFKuTiYiIiIjU4S0oYO/tfwbDIOrCC4k8awpLdnwKwKAugwgLCrM4YduZt2wXAOcO70Z8ZIi1YURERERamF+cRFRa1+jenRkYH0FZhY/31+yxOk7TBIVC/9NVnouIiIiI3zEMg8y/3I8nI4OgXr2Iv/NOANZmrwU61vQt+4vcfJS6D4BrJiZZG0ZERESkFahA7wBsNhtXjO8FwOsr0po08l9ERERERBpW8N//UvDpp+Bw0OPhh3B0Mqca7IgF+hsr0ij3+khOjGZEr85WxxERERFpcSrQO4gLRvQgzOVgW3YR3+/ItTqOiIiIiEi7VL5nD5kP/BWAmJtuJDQlBYCi8iJ+zvsZ6DgFeoXXx6vf7wbg2klJ1oYRERERaSUq0DuIiJAgzk/pAcBrK3ZbnEZEREREpP0xPB723f5nfEVFhI4YQcxvf1t92485P+IzfPTo1IPYsFgLU7adT9dnkF3oJjYimLOHdrM6joiIiEirUIHegVxZOY3L5xsyySl0W5xGRERERKR9OfDii5SuWYM9PJzujzyMzemsvm1tjjl9y8i4kVbFa3NVJw+9clxvXE69tRQREZHApFc5HciQ7lGM6BWNx2fw9qp0q+OIiIiIiLQbpevWkfP0MwAk3HsPrp4969y+Nsss0FPiUto6miVS0/NYm5aHy2Hn8nG9rI4jIiIi0mpUoHcwV47rDcCCFWl4fTqZqIiIiIjIkfiKi9n7p9vB6yXynHOI/OUv69zu8Xn4cf+PQMeZ/3ze0p0A/CK5G7ERwRanEREREWk9KtA7mHOHdyM6LIi9eaUs3pptdRwREREREb+X+fe/U5GWhrNbNxL+ch82m63O7VsPbqXUU0qEK4J+0f0sStl2sgvK+GR9BgDTJ/axOI2IiIhI61KB3sGEBDm4eJT5ddPXvtfJREVEREREDqfg8y/If+99sNno/tCDOCIj6+2Tmp0KQEpsCnZb4L/Fen1FGhVeg1G9OzOsZ5TVcURERERaVeC/upN6Lq+cxmXxTzmk55ZYnEZERERExD9VZGWRce+9AHS9/nrCx45tcL81WWuAjjF9i9vj5fUVaQBMn5RkbRgRERGRNqACvQPqExPOCf1jMAxYsDLN6jgiIiIiIn7H8PnYd8cd+PLzCRkyhNjfz2x4P8OoGYHeAU4g+smPGewvcpMQGcKUIQlWxxERERFpdSrQO6grx/cC4O0f0in3+CxOIyIiIiL+4JlnniEpKYmQkBDGjRvHypUrG9138uTJ2Gy2esu5557bholbT+68+ZQs/x5baCjdH3kEm8vV4H77iveRXZqN0+ZkaMzQNk7ZtgzD4JWluwC4akJvghx6OykiIiKBT694OqjTj48nPjKYA8XlfLYx0+o4IiIiImKxt956i1mzZnHfffexZs0akpOTmTJlCtnZDZ94/v333ycjI6N62bBhAw6Hg4svvriNk7e8ss2byX78cQDi77iD4L6NnyhzbfZaAAZ3HUyoM7RN8lllTVoe6/fm43LauWxsL6vjiIiIiLQJFegdlNNh59Ix5otenUxURERERB577DFuuOEGpk+fzuDBg3nuuecICwtj7ty5De7fpUsXEhISqpeFCxcSFhbW7gt0X2kpe2/7E1RU0Om004j+9eGfz9oss0DvCNO3vLJ0JwBTU7rTJbzhEfkiIiIigUYFegd22dheOOw2Vu7M5aesQqvjiIiIiIhFysvLWb16Naeffnr1Nrvdzumnn87y5cubdB8vv/wyl156KeHh4Y3u43a7KSgoqLP4m+xH/kH59u04YmPo9tcHsNlsh91/bY5ZoAf6CUQz8kv53wbzm6vXTGx8RL6IiIhIoFGB3oElRIVw+vFxALyuUegiIiIiHdb+/fvxer3Ex8fX2R4fH09m5pGn+1u5ciUbNmzg+uuvP+x+c+bMISoqqnpJTEw8ptwtreibbzi4YAEA3f8+B2eXLofdv6C8gG0HtwGBPwL99e/T8PoMxvXpwuDukVbHEREREWkzKtA7uCvG9Qbg/TV7KXZ7LE4jIiIiIu3Ryy+/zLBhwxg7duxh95s9ezb5+fnVS3p6ehslPDLPgQPsu/MuADpPu4pOJ55wxGPWZa/DwKBXRC9iQmNaO6Jlyiq8LFiZBsD0SUnWhhERERFpYyrQO7gT+sfQu2sYhW4PH63bZ3UcEREREbFATEwMDoeDrKysOtuzsrJISEg47LHFxcW8+eabXHfddUd8nODgYCIjI+ss/sAwDDLuvAvvgQMEDxhA3K23Num4qhOIBvro849S95FbXE6P6FBOPz7+yAeIiIiIBBAV6B2c3W7jinE1JxM1DMPiRCIiIiLS1lwuF6NGjWLRokXV23w+H4sWLWLChAmHPfadd97B7XZz5ZVXtnbMVnPwjTco+uYbbC4X3f/xD+zBwU06LjUnFQjs+c8Nw2Bu5clDp03ojdOht5AiIiLSsejVj3DxqERcTjsb9xWwbk++1XFERERExAKzZs3ixRdfZP78+WzevJkbb7yR4uJipk+fDsC0adOYPXt2veNefvllpk6dSteuXds6cotwb99O9kMPAxB3262EDDyuScdV+CpYn7MegJFxI1stn9W+35HLlsxCQoMcXDqml9VxRERERNqc0+oAYr3O4S5+Mawb76/dy2vf7yYlMdrqSCIiIiLSBElJSVx77bVcc8019Op1bOXmJZdcQk5ODvfeey+ZmZmkpKTw2WefVZ9YNC0tDbu97vibrVu3smTJEr744otjemyr+MrL2XvbnzDcbsInTaJzM0bRbzmwhTJvGVHBUSRFJbVeSItVjT6/aFQPosKCLE4jIiIi0vY0Al0AuGK8eTLR/67bR15JucVpRERERKQpbrnlFt5//3369u3LGWecwZtvvonb7T7q+5s5cya7d+/G7XazYsUKxo0bV33b4sWLmTdvXp39Bw4ciGEYnHHGGUf9mFbKefJJ3Js344iOptucv2OzN/3tUfX857Ep2G2B+bZq94Fivtxszot/zcQ+FqcRERERsUZgvtKTZhvZK5rju0Xi9vh4d/Ueq+OIiIiISBPccsstpKamsnLlSo4//nh+//vf061bN2bOnMmaNWusjufXir//nty5rwDQ7f/+RlBcXLOOr5r/PJBPIDp/2W4MA04+Lpb+cZ2sjiMiIiJiCRXoAoDNZuPK8ebXfhesSNPJREVERETakZEjR/LPf/6Tffv2cd999/HSSy8xZswYUlJSmDt3rl7bHcKbl8e+P98BhkH0r39NxGmnNet4wzCqR6AH6vznhWUVvL0qHYBrT9DocxEREem4VKBLtfNTehDucrBjfzHLth+wOo6IiIiINFFFRQVvv/02v/zlL7n11lsZPXo0L730EhdddBF33nknV1xxhdUR/YZhGGTc9xc8WVm4kpKIv+PPzb6PPYV72F+6nyB7EENihrRCSuu9u3oPRW4P/WLDOWlAjNVxRERERCyjk4hKtU7BTi4Y2YPXvk/jte93M6m/XiiLiIiI+LM1a9bwyiuv8MYbb2C325k2bRqPP/44gwYNqt7nggsuYMyYMRam9C9GRQU2hwOcTro/8gj2sLBm38faHHP0+eCugwl2BLd0RMt5fQbzlu0CYPqkPthsNmsDiYiIiFhIBbrUceX43rz2fRpfbMoiq6CM+MgQqyOJiIiISCPGjBnDGWecwbPPPsvUqVMJCgqqt0+fPn249NJLLUjnn+wuF90f/Qcx27YRPGDAUd1H1fQtI+JGtGQ0v/H1lmx2HyghMsTJhSN7WB1HRERExFIq0KWOQQmRjO7dmVW7D/LWD+n84bSje1MhIiIiIq1vx44d9O7d+7D7hIeH88orr7RRovbBZrMddXkOkJqdCgRugT536U4ALhvXizCX3jKKiIhIx6Y50KWeK8ebb8LeWJmGx+uzOI2IiIiINCY7O5sVK1bU275ixQpWrVplQaLAl+/OZ1veNgBS4lKsDdMKNmcUsGz7ARx2G9MmJFkdR0RERMRyKtClnrOHJdAl3EVGfhlfbcm2Oo6IiIiINGLGjBmkp6fX2753715mzJhhQaLAty5nHQBJkUl0CelicZqWN2/pLgDOGpJAj+hQa8OIiIiI+AEV6FJPsNPBxaN7AvDaijSL04iIiIhIYzZt2sTIkSPrbR8xYgSbNm2yIFHgq5r/PBBHnx8ocvNB6l4Arj0hydowIiIiIn5CBbo06Iqx5jQu3/6Uw+4DxRanEREREZGGBAcHk5WVVW97RkYGTqfmrm4NVQX6yLj6H1y0d2+sTKPc42N4zyhG9upsdRwRERERv6ACXRrUq2sYJx0XC8ACjUIXERER8Utnnnkms2fPJj8/v3pbXl4ed955J2eccYaFyQJThbeCDfs3AIE3Ar3c4+Pfy3cDcO2kPthsNosTiYiIiPgHFejSqCvH9QLg7VXpuD1ei9OIiIiIyKH+8Y9/kJ6eTu/evTnllFM45ZRT6NOnD5mZmTz66KNWxws4m3I34fa66RzcmaTIJKvjtKj/bcggu9BNXEQw5wzrZnUcEREREb+h73VKo04dFEe3qBAy8sv43/pMpo7oYXUkEREREamlR48e/Pjjj7z++uusW7eO0NBQpk+fzmWXXUZQUJDV8QJOanYqAMlxyQE1QtswDF5eshOAq8b3xuXUOCsRERGRKirQpVFOh53LxvbisYU/8dr3u1Wgi4iIiPih8PBwfvOb31gdo0MI1PnP16Qd5Mc9+bicdi6v/BaqiIiIiJhUoMthXTomkX8u+plVuw+yJbOAQQmRVkcSERERkUNs2rSJtLQ0ysvL62z/5S9/aVGiwGMYRnWBPiJuhMVpWtbcpbsAmJrSna6dgq0NIyIiIuJnVKDLYcVFhnDmkHg+XZ/Ja9/v5m9Th1kdSUREREQq7dixgwsuuID169djs9kwDAOgenoRr1fnsWkpaYVp5Jbl4rK7GNx1sNVxWsy+vFI+25AJwPRJfSxOIyIiIuJ/jmpyu/T0dPbs2VO9vnLlSm655RZeeOGFFgsm/uPKcb0B+GDNXorcHovTiIiIiEiVm2++mT59+pCdnU1YWBgbN27k22+/ZfTo0SxevNjqeAGlavT50JihuBwui9O0nH8v343XZzChb1eO76Zvm4qIiIgc6qgK9Msvv5yvv/4agMzMTM444wxWrlzJXXfdxQMPPNCiAcV6E/p1pW9MOMXlXj5cu9fqOCIiIiJSafny5TzwwAPExMRgt9ux2+2ccMIJzJkzhz/84Q9WxwsoVScQTYlLsTRHSyop9/DGyjQArj1Bo89FREREGnJUBfqGDRsYO3YsAG+//TZDhw5l2bJlvP7668ybN68l84kfsNls1ScTen1FWvVXg0VERETEWl6vl4iICABiYmLYt28fAL1792br1q1WRgs4a7LXAIE1//kHa/eSX1pBry5hnDoozuo4IiIiIn7pqAr0iooKgoPNk8t8+eWX1ScnGjRoEBkZGS2XTvzGr0b1JNhpZ3NGAWvS8qyOIyIiIiLA0KFDWbduHQDjxo3j4YcfZunSpTzwwAP07dvX4nSBI68sj535OwFIiU2xNkwLMQyDVypPHnrNxCQcdpu1gURERET81FEV6EOGDOG5557ju+++Y+HChZx11lkA7Nu3j65du7ZoQPEP0WEuzkvuDsDr3++2OI2IiIiIANx99934fD4AHnjgAXbu3MmJJ57Ip59+yj//+U+L0wWO1JxUAPpG9SU6JNrSLC3lu5/3sy27iE7BTi4e3dPqOCIiIiJ+66gK9Iceeojnn3+eyZMnc9lll5GcnAzARx99VD21iwSeK8ebJxP9eH0GB4vLLU4jIiIiIlOmTOHCCy8EoH///mzZsoX9+/eTnZ3NqaeeanG6wBGI07fMXWqOqL94dE8iQoIsTiMiIiLiv5xHc9DkyZPZv38/BQUFdO7cuXr7b37zG8LCwlosnPiX5J5RDO0RyYa9BbyzOp3fnNTP6kgiIiIiHVZFRQWhoaGkpqYydOjQ6u1dunSxMFVgCrQTiG7LLmLx1hxsNnP6FhERERFp3FGNQC8tLcXtdleX57t37+aJJ55g69atxMXp5DOBymazceU4cxT66yvS8Pl0MlERERERqwQFBdGrVy+8Xq/VUQJaubecjfs3AoEzAn3+sl0AnDYont5dw60NIyIiIuLnjqpAP//88/n3v/8NQF5eHuPGjePRRx9l6tSpPPvssy0aUPzLL1O6ExHiZPeBEpZs2291HBEREZEO7a677uLOO+8kNzfX6igBa9OBTZT7yukS0oVeEb2sjnPM8ksqeHf1HgCuPSHJ2jAiIiIi7cBRFehr1qzhxBNPBODdd98lPj6e3bt38+9//1snKwpwYS4nF400TzL07+W7rA0jIiIi0sE9/fTTfPvtt3Tv3p2BAwcycuTIOoscu9rzn9tsNovTHLu3VqVRWuFlUEIEE/p2tTqOiIiIiN87qjnQS0pKiIiIAOCLL77gwgsvxG63M378eHbv3t2iAcX/XDWhN/OX7+LLzdn8lFXIcfERVkcSERER6ZCmTp1qdYSAtzZ7LRAY07d4vD7mLzPfr107qU9AfCAgIiIi0tqOqkDv378/H374IRdccAGff/45f/zjHwHIzs4mMjKyyffz7bff8sgjj7B69WoyMjL44IMPDvsmYPHixZxyyin1tmdkZJCQkNDs5yFHp19sJ84aksD/NmTy3DfbeezXKVZHEhEREemQ7rvvPqsjBDTDMFiXvQ4IjBOILtyUxd68UrqEu/hlSner44iIiIi0C0c1hcu9997LbbfdRlJSEmPHjmXChAmAORp9xIimj8woLi4mOTmZZ555plmPv3XrVjIyMqoXnbi07f3u5H4AfJS6jz0HSyxOIyIiIiLS8nYV7OKg+yDBjmAGdxlsdZxjNnfpTgCuGNeLkCCHxWlERERE2oejGoH+q1/9ihNOOIGMjAySk5Ort5922mlccMEFTb6fs88+m7PPPrvZjx8XF0d0dHSzj5OWk5wYzaT+XVm67QAvfbeTv/xyiNWRRERERDocu91+2Gk4vF5vG6YJPFXTtwyNGUqQI8jiNMdm/Z58fth1EKfdxpXje1sdR0RERKTdOKoCHSAhIYGEhAT27DHP4N6zZ0/Gjh3bYsEOJyUlBbfbzdChQ/nLX/7CpEmT2uRxpa6bJvdn6bYDvPlDGr8/tT9dOwVbHUlERESkQ/nggw/qrFdUVLB27Vrmz5/P/fffb1GqwBFI85+/Ujn6/BfDuxEfGWJxGhEREZH246gKdJ/Px9/+9jceffRRioqKAIiIiODWW2/lrrvuwm4/qplhjqhbt24899xzjB49GrfbzUsvvcTkyZNZsWIFI0eObPAYt9uN2+2uXi8oKGiVbB3RxH5dGd4zih/35DN/2S5mnTnQ6kgiIiIiHcr5559fb9uvfvUrhgwZwltvvcV1111nQarAkZqdCrT/Aj27oIz//rgPgGtP6GNxGhEREZH25aia7rvuuounn36aBx98kLVr17J27Vr+/ve/89RTT3HPPfe0dMZqAwcO5Le//S2jRo1i4sSJzJ07l4kTJ/L44483esycOXOIioqqXhITE1stX0djs9m4sXIu9PnLd1Pk9licSEREREQAxo8fz6JFi6yO0a7lluWyq2AXAMmxyYff2c+9tiKNCq/BqN6dGd4z2uo4IiIiIu3KURXo8+fP56WXXuLGG29k+PDhDB8+nJtuuokXX3yRefPmtXDEwxs7dizbtm1r9PbZs2eTn59fvaSnp7dhusB35pAE+saEk19awRsr0qyOIyIiItLhlZaW8s9//pMePXpYHaVdq5q+pX90f6KCoyxOc/TKKry8/v1uAK6dpNHnIiIiIs11VFO45ObmMmjQoHrbBw0aRG5u7jGHao7U1FS6devW6O3BwcEEB2tu7tbisNv43cn9uP29H3lpyQ6mTexNsNNhdSwRERGRDqFz5851TiJqGAaFhYWEhYXx2muvWZis/auaviUlLsXSHMfqv+v2caC4nO5RIUwZEm91HBEREZF256gK9OTkZJ5++mn++c9/1tn+9NNPM3z48CbfT1FRUZ3R4zt37iQ1NZUuXbrQq1cvZs+ezd69e/n3v/8NwBNPPEGfPn0YMmQIZWVlvPTSS3z11Vd88cUXR/M0pIWcP6I7jy38icyCMj5cu5dLxvSyOpKIiIhIh/D444/XKdDtdjuxsbGMGzeOzp07W5is/QuEE4gahsHcpbsAmDYxCaejdc5VJSIiIhLIjqpAf/jhhzn33HP58ssvmTBhAgDLly8nPT2dTz/9tMn3s2rVKk455ZTq9VmzZgFw9dVXM2/ePDIyMkhLq5kWpLy8nFtvvZW9e/cSFhbG8OHD+fLLL+vch7S9YKeD60/sw98+2cxz3+zgV6MScdhtRz5QRERERI7JNddcY3WEgFTmKWPjgY1A+y7Qv9+Ry+aMAkKC7Fw6RueCEhERETkaRzUE4eSTT+ann37iggsuIC8vj7y8PC688EI2btzIq6++2uT7mTx5MoZh1Fuq5lGfN28eixcvrt7/9ttvZ9u2bZSWlnLgwAG+/vprled+4tKxvYgKDWLn/mI+35hpdRwRERGRDuGVV17hnXfeqbf9nXfeYf78+RYkCgwbD2zE4/MQExpDz049rY5z1F5ZuhOAi0b2JDrMZXEaERERkfbpqL/D1717d/7v//6P9957j/fee4+//e1vHDx4kJdffrkl80k70SnYydUTkwB4dvF2DMOwNpCIiIhIBzBnzhxiYmLqbY+Li+Pvf/+7BYkCQ+3pW2pPkdOepB0oYeHmLACmT0qyNoyIiIhIO6ZJ8KTFXDMxiZAgO+v35rN02wGr44iIiIgEvLS0NPr06VNve+/evetMhdhUzzzzDElJSYSEhDBu3DhWrlx52P3z8vKYMWMG3bp1Izg4mOOOO65ZUzr6q6oTiLbn6VvmL9+FYcBJx8XSPy7C6jgiIiIi7ZYKdGkxXcJdXFp5AtF/Ld52hL1FRERE5FjFxcXx448/1tu+bt06unbt2qz7euutt5g1axb33Xcfa9asITk5mSlTppCdnd3g/uXl5Zxxxhns2rWLd999l61bt/Liiy/So0ePo3ou/sJn+EjNSQXab4Fe5Pbw9g/pAFyr0eciIiIix0QFurSoG07qi9NuY9n2A6Sm51kdR0RERCSgXXbZZfzhD3/g66+/xuv14vV6+eqrr7j55pu59NJLm3Vfjz32GDfccAPTp09n8ODBPPfcc4SFhTF37twG9587dy65ubl8+OGHTJo0iaSkJE4++WSSk5Nb4qlZZmf+TvLd+YQ6QxnYZaDVcY7Ku6vSKXR76BsbzkkDYq2OIyIiItKuOZuz84UXXnjY2/Py8o4liwSAHtGhnJ/Sg/fW7OG5xdt57qpRVkcSERERCVh//etf2bVrF6eddhpOp/nS3ufzMW3atGbNgV5eXs7q1auZPXt29Ta73c7pp5/O8uXLGzzmo48+YsKECcyYMYP//Oc/xMbGcvnll/PnP/8Zh8PR4DFutxu32129XlBQ0OSMbaVq/vOhMUMJsgdZnKb5fD6DV5btAmD6pD7Y7e1zDncRERERf9GsAj0qKuqIt0+bNu2YAkn797uT+/Lemj18vimTbdlF9I/rZHUkERERkYDkcrl46623+Nvf/kZqaiqhoaEMGzaM3r17N+t+9u/fj9frJT4+vs72+Ph4tmzZ0uAxO3bs4KuvvuKKK67g008/Zdu2bdx0001UVFRw3333NXjMnDlzuP/++5uVra3VPoFoe/TVlmx2HyghMsTJRSPb93Q6IiIiIv6gWQX6K6+80lo5JIAMiI/gjMHxLNyUxfPfbOeRi9v313hFRERE/N2AAQMYMGBAmz6mz+cjLi6OF154AYfDwahRo9i7dy+PPPJIowX67NmzmTVrVvV6QUEBiYmJbRW5Sdr7CURfWbYTgMvG9iLM1ay3eyIiIiLSAM2BLq3ixsn9APgwdS/78kotTiMiIiISmC666CIeeuihetsffvhhLr744ibfT0xMDA6Hg6ysrDrbs7KySEhIaPCYbt26cdxxx9WZruX4448nMzOT8vLyBo8JDg4mMjKyzuJP9pfuJ60wDRs2kmPb3yCQLZkFLN12ALsNrprQvG8hiIiIiEjDVKBLqxjZqzPj+3ahwmvw8pKdVscRERERCUjffvst55xzTr3tZ599Nt9++22T78flcjFq1CgWLVpUvc3n87Fo0SImTJjQ4DGTJk1i27Zt+Hy+6m0//fQT3bp1w+VyNeNZ+I+q0ef9O/cnwhVhbZijMG/pLgDOGppAz85h1oYRERERCRAq0KXV3Di5PwBvrEzjYHHDo5BERERE5OgVFRU1WFYHBQU1+wSds2bN4sUXX2T+/Pls3ryZG2+8keLiYqZPnw7AtGnT6pxk9MYbbyQ3N5ebb76Zn376iU8++YS///3vzJgx49ielIWq5j8fGTfS4iTNl1tczgdr9wJw7aQ+FqcRERERCRwq0KXVnDQghiHdIykp9zJ/+S6r44iIiIgEnGHDhvHWW2/V2/7mm28yePDgZt3XJZdcwj/+8Q/uvfdeUlJSSE1N5bPPPqs+sWhaWhoZGRnV+ycmJvL555/zww8/MHz4cP7whz9w8803c8cddxzbk7JQ1Qj0lLgUS3McjTdWpuH2+BjWI4pRvTtbHUdEREQkYOisMtJqbDYbN07ux8wFa5m3bBe/OamvTmQkIiIi0oLuueceLrzwQrZv386pp54KwKJFi1iwYAHvvvtus+9v5syZzJw5s8HbFi9eXG/bhAkT+P7775v9OP6o1FPKpgObgPZ3AtFyj49/Vw5YufaEJGw2m7WBRERERAKIRqBLqzp7aDd6dw0jr6SCN1emWx1HREREJKCcd955fPjhh2zbto2bbrqJW2+9lb179/LVV1/Rv39/q+O1Kxv2b8BjeIgLjaN7eHer4zTL/zZkkFXgJjYimHOHta/sIiIiIv5OBbq0Kofdxm9P6gfAi9/toNzjO8IRIiIiItIc5557LkuXLqW4uJgdO3bw61//mttuu43k5GSro7UrVdO3jIgf0a5GcBuGwdwlOwG4anxvXE69xRMRERFpSXp1Ja3uolE9iIsIJiO/jP+k7rU6joiIiEjA+fbbb7n66qvp3r07jz76KKeeemrATK3SVtZkrwHa3/Qta9LyWLcnH5fDzuXjelkdR0RERCTgqECXVhfsdHDdCX0AeO6b7fh8hsWJRERERNq/zMxMHnzwQQYMGMDFF19MZGQkbrebDz/8kAcffJAxY8ZYHbHd8Bk+1uWsA9rfCURfWWqOPj8/pTsxnYItTiMiIiISeFSgS5u4fFwvIkKcbM8pZuHmLKvjiIiIiLRr5513HgMHDuTHH3/kiSeeYN++fTz11FNWx2q3tudtp7C8kFBnKAM7D7Q6TpNl5pfx2YZMAK6ZlGRtGBEREZEApQJd2kRESBDTJvQG4F+Lt2MYGoUuIiIicrT+97//cd1113H//fdz7rnn4nA4rI7Urq3NXgvA8NjhOO1Oi9M03YIVu/H4DMYmdWFI9yir44iIiIgEJBXo0mamT+pDsNPOuvQ8lu84YHUcERERkXZryZIlFBYWMmrUKMaNG8fTTz/N/v37rY7VblUV6O1p/nO3x8uClWkATJvY2+I0IiIiIoFLBbq0mZhOwVwyJhGAZxdvtziNiIiISPs1fvx4XnzxRTIyMvjtb3/Lm2++Sffu3fH5fCxcuJDCwkKrI7Yr1QV6bPsp0D/bkMn+onLiI4OZMiTB6jgiIiIiAUsFurSpG07si8Nu47uf97N+T77VcURERETatfDwcK699lqWLFnC+vXrufXWW3nwwQeJi4vjl7/8pdXx2oWckhz2Fu3FbrMzPHa41XGabP6yXQBcMa43QQ69rRMRERFpLXqlJW0qsUsYv0zuDsBz32gUuoiIiEhLGThwIA8//DB79uzhjTfesDpOu1E1+vy4zsfRydXJ4jRNs35PPmvS8ghy2Lh0bKLVcUREREQCmgp0aXO/PbkvAJ9uyGDn/mKL04iIiIgEFofDwdSpU/noo4+sjtIuVBXoKbEp1gZphn8v3wXAOcO6ERcRYm0YERERkQDXfk4xLwFjUEIkpw2KY9GWbF74djtzLmw/X5UVERERkcDS3k4gmltczn/W7QNg2oQka8OIiIgEMq8HKkqgorTWZdX1krq3eT0QHAEhUfWX4Eiwawxze6YCXSxx4+R+LNqSzXur93LL6ccRH6mRMyIiIiLStkoqStiSuwWAkfEjLU7TNG/9kE65x8fQHpGM7BVtdRwRkY7JMKC8GEpzoSS35tLjhtDOENYVwrqYlyHRHa88NQzwlIG7CMoLKy+L6q67C83i2TDMY2y2yoNtdS7qbjt0nyaueysaKcEb21Z53VfRQj8Qm1miN1SuN2U5UgHv84G3HLxu8FRdus1tdS5r336Y/QwvOFzgDAZHMDhDwOkyLx2uQ9aDzf2qljrrIWB3tNDP0Foq0MUSo5O6MDapCyt35fLykp3cec7xVkcSERERkQ5mw/4NeA0vCeEJJIQnWB3niLw+g9e+3w3A1ROSsNlsRzhCxM95K6B4PxRnQ0UZhEZDaBfz0hFkdbqGVWUuyoLiHPOyKAuKcmq2lReBPch8DnZn5WUQOJy1th+yXr3t0GMauQ+70yz3POU1xZm3oqYEq1pq3+4pP+S2ymO87kP2rXUs1OSrzuCqtc1Vmc/VwD6V2+219m3sfpyhEBTStMuWLqN9XijNq1+GH3p56DZvedPu32Y3S/TapXpol5rrdbZVrod2bpvi0eerKVGrC9bKpaK0suyuXYAX1irCG1qvVZAb3tbP32ZsEBQGQaG1Lg+57ggyn3dZft3FUwoY4M43l/yjfPyqAt5mq194t1jR3wpsjsYL+IThMPVfVidsEhXoYpkbJ/dj5bxcXv9+NzMm9ycqzE9fIImIiIhIQFqTvQaAEbHtY/qWRZuz2JtXSuewIM5L7m51HJGGlRdDUXZNMV6cY5bLda5XrpcebPx+XBFmiRgaXXnZxCXoKL7d7PNCyQEzd51iPLv+tpIDR/2jkRbicNUq1EPM8rIplxWltcrwAzXXy/IB4+iz1C6+ncHm73XJASg5aBamhs98rNJcaPKvj63mA6XaJXtVuW4YleVpmflBh6es1noDZbjHfcg+lZdtUby6OplLcNVlRM16UJj5QUHVKPSqP4cjrtO8/W0OcNUuwMMaKcIbKcmdwbVGtzeTxw1lBbVK9bz6JXud5ZDbPWXUKeCbwuGqHAne2GVwrRHmtUeaV95ud9SU8w39LnnddX/X6uxTZv7OV/8ReaGi2FwOFRR+dD9TC6hAF8tMHhjLoIQItmQW8ur3u5h56gCrI4mIiIhIB5KanQpASlyKpTma6t/LzdHnl4zpRUhQYHwlWtoBwzALweKcymI8p2apvV5VmjdUkhyOzQHhMWZRVZpXU2aWF5pLflrz7i8o7JBSPbrmenAkuAtqFePZNcV+7cKnSZljoVNc5RJvXoZXrrs6mcWktwJ8nsrLhtY9jWwvP8xtldt9nlojuKtKMFflNletUqyR26uKs+p1V03p5giquR0qR6mXV+Yor1yvnfXQ9cr9qvI3dnzVPlVlrqfMLLk9ZZVTadTaVrvorRoh39QysamCIyunXzlklHj1ZedD1ruAK/zwxaqn3Pz7U1pZ2leV9yUHahXttbfVKvRLD5pL7vaWfZ6NstWdhiMoxPwgKziiVvndqXJbE9ddnTre9DWHcgZDp1hzORoVZea/W1WFuuE7pPwOqV+IW/0NNa/nkNK9gQ9vvG7z96OdUIEulrHZbNw4uR83v5nK3KW7uO6EvoS69EZARERERFqf1+dlXc46oH3Mf74tu5Al2/Zjt8EV43pZHUcClbcCcrZAxjpz2ZcKWRvMMrM5nCGVZXKsWTRXlc31rsdVTlVRq2Dzec2SqPRg5bQaB4+w5NZcN3w1J/Yr2NvMJ28zS9OqMrxqCY87ZFu8WZx29FKwrfm8tcr1o7wMCm2gFK9VjrfGtEFOF0TEm0tTeT21yvUD9cv30jyzIK0qTuvNO93APNT15q121T/eEWR98Sr1BYWYS6c4q5M0ncNpLq72M8L8SFSgi6XOHdaNf3yxlfTcUt5elc7VE5OsjiQiIiIiHcC2vG0UVRQRHhTOgGj//yZk1ejz046PJ7FLmMVpJCBUlEH2psqyPNW8zNpkjgpsSEiUWSaHx9YqxuPqXg+PqRmBfbRFnN1ROQK4S/OO8/nMEeuNFu155tQIwZENF+NhMWbhI/7J7jBHNQe3nxGrR83hPLYRyyLS4vS/g1jK6bDzm5P6cc+HG3jh2x1cPq4XQQ59ki8iIiIirWtt9loAhscMx9EWJ2o7BoVlFby3eg9gnjxUpNnKiyFrY82o8ox1kLPZnFLjUMFR0G04dEuGbinm9c5J5ihVf2a3myV/SJSZV0REpIWoQBfLXTyqJ09++RN780r577p9XDiyp9WRRERERCTAVRXoI+L8/wSi76/ZS3G5l36x4Uzq39XqOOLvygogc33NqPKMdbD/p4bn+A7tAt1TKsvyyqVzH03jICIiUosKdLFcSJCDa0/ow8OfbeW5b7YzNaUHdrtesImIiIhI66k6geiIeP8u0A3DYP7yXQBcPTEJm4pNqa0kFzJ/rBlVnrGu8RMOdkqoW5R3S4aonirLRUREjkAFuviFK8f35tmvt/NTVhFfbcnm9MHNOMGGiIiIiEgzZBZnsq94Hw6bg+Exw62Oc1hLtx1gR04xnYKd+qZmR+fzmnOWp680lz0rIXdHw/tGJdYvyyMS2javiIhIgFCBLn4hMiSIK8b35rlvtvOvxds47fg4ja4RERERkVZRNfr8uM7HERbk3yfkrBp9ftHIHnQK1tu3DqUkF/asMovy9BWwdw2UF9Xfr3OfQ8ryFAjXVD8iIiItRa/AxG9ce0ISc5fuZE1aHit35jKur170iYiIiEjLay/zn6fnlrBocxYAV+nkoYHN54OcLZVleeVy4Of6+7kioOcoSBwHPcea10M7t31eERGRDkQFuviNuIgQLh7Vk9dXpPHsN9tVoIuIiIhIq6gu0P18/vPXVuzGZ8AJ/WPoH9fJ6jjSkkrzYO8qSP/BLM33rAJ3Qf39uvY3i/LEyiV2ENgdbR5XRESkI1OBLn7lNyf15Y2VaSzemsOmfQUM7h5pdSQRERERCTB/GvMnVmetZnT8aKujNKqswstbP6QD5slDpR3z+czR5FXzlqf/YI42x6i7X1A49BhZWZaPg55jIKyLJZFFRESkhgp08Su9u4Zz7vDu/HfdPp79ZjtPXebfo4JEREREpP0ZkzCGMQljrI5xWB+t20deSQU9okM5dVCc1XGkufashu2LKkvzH6Asr/4+nfuYZXnPMWZhHjcYHHqLLiIi4m/0v7P4nd+d3Jf/rtvHJz/u47Yzj6N313CrI4mIiIiItBnDMJi/bBcAV03ojcNuszaQNF1eOnxxN2z6sO52Z6g5urznmMrSfCx0irUkooiIiDSPCnTxO0O6RzF5YCyLt+bwwrc7+L8LhlkdSURERESkzaxJy2PjvgKCnXYuGZ1odRxpiooyWP4UfPsoeErBZofjz4Pek8zSPGEYOIKsTikiIiJHQQW6+KUbT+7H4q05vLN6DzefNoC4yBCrI4mIiIiItImq0ee/TO5O53CXtWHkyLZ+Bp/9GQ7uMtd7TYRzHjZLcxEREWn37FYHEGnI2D5dGNW7M+UeHy98u8PqOCIiIiIibSK7oIxP12cAOnmo3zuwHV7/NbxxiVmeR3SDC1+C6Z+qPBcREQkgKtDFL9lsNmae2h+A11ekcaDIbXEiEREREZHW98bKdDw+g1G9OzO0R5TVcaQh5cWw6AH413j4+XOwB8Gk/2/v3uOiqvM/jr9nuKMCInLxys0U84aSiFai2SLtttnaxV1LpNXMS1lstdlmabbrtrltZqZupZaltvbTdrWyjNIKL5hmXkLKu6agpoLckZnfHyPowKCWwAHm9Xw4D+d8z/fM+Zw5DI8vn/Odz5koTdgsdbtTMlGzHgCAxoQEOuqt+GtaqlsbXxWWlumNr/YbHQ4AAABQq0rLLHpn00FJ0oi49gZHgyqsVmnncumV66Qv/ymVlUgRA6VxG6Sbn5U8mhkdIQAAqAUk0FFvmUwmTRhgm4X+1oaDOlNQYnBEAAAAQO35eFeWjp8tVkBTDyV2CTE6HFzseIb05q3Se8lS7o+SXzvp7neke5ZLAR2Mjg4AANQiEuio127uHKROwc2UV3xOC9IOGB0OAAAAUGveWm+bff6H2HZyd+VPtXqhKEdaPUma00868KXk6inFT5LGp0tRv6FcCwAAToBRGeo1k8mkBwfaZnQsSNuvs0WlBkcEAAAA1LzvjuYq/cApuZpNGh7bzuhwYLFI2xZLs3pJG1+VrGVSp9/YEufxT0huXkZHCAAA6ggJdNR7iV2CFRnYVLlF5/TWhoNGhwMAAADUuLc2HJAkJXQJVpCPp7HBOLuj30jzfyW9P1bKPyG16GAr1TLsHak5tekBAHA2hibQv/jiC916661q1aqVTCaT3n///ctus3btWvXs2VMeHh6KjIzUwoULaz1OGMtsvlAL/fUv96mg5JzBEQEAAAA150xBid7f9qMkKSku1NhgnFn+T9LKidK/B0hHNkvuTW03Bx27Xoq8yejoAACAQQxNoOfn56t79+6aPXv2FfXfv3+/fv3rX2vAgAHatm2bHn74YY0aNUoff/xxLUcKo/2mW4jat/DW6YJSvbPxkNHhAAAAADVm2ddHVFRqUVSIj64LbW50OM7HUialvybN6iltWSjJKnW9S5rwtdRvouTqbnSEAADAQIYm0BMTE/Xcc8/p9ttvv6L+c+fOVVhYmP75z38qKipKEyZM0B133KF//etftRwpjObqYtb4eNss9Hlf7FNRaZnBEQEAADQ+s2fPVmhoqDw9PRUbG6v09PRq+y5cuFAmk8nu4elJ6ZGfq8xi1aKNtjKFSXHtZeKmlHXr0Ebp3/2lDx+Vis5IQV2k5I+koa9JPiFGRwcAAOqBBlUDfcOGDRo0aJBdW0JCgjZs2GBQRKhLt/dsrdZ+XjqZV6yl6cxCBwAAqEnvvvuuUlJS9Mwzz2jr1q3q3r27EhISdPz48Wq38fHx0bFjxyoeBw9yv5qfa933x3XoVIF8PF11W4/WRofjPM5mScvvl+YnSFk7JE9f6ZYZ0v3rpPZ9jY4OAADUIw0qgZ6VlaWgoCC7tqCgIOXm5qqwsNDhNsXFxcrNzbV7oGFyczFrbHyEJGnuun0qPscsdAAAgJry4osvavTo0UpOTlbnzp01d+5ceXt7a/78+dVuYzKZFBwcXPGoPFbH5S1cb7vocPd1beXl7mJwNE6g+Ky0fpY0q5e0/V1JJqlnkvTgVqn3aMnF1egIAQBAPdOgEui/xPTp0+Xr61vxaNu2rdEh4SrcGdNGwT6eysot0ntbjhgdDgAAQKNQUlKiLVu22H3b02w2a9CgQZf8tmdeXp7at2+vtm3b6rbbbtOuXbsuuR8mt9jbdyJPX3x/QiaTdE+f9kaH03id2idtnCu9NUR6Pkz65CmpJE9q3UsanSr99mWpSYDRUQIAgHqqQSXQg4ODlZ2dbdeWnZ0tHx8feXl5Odxm0qRJysnJqXgcPny4LkJFLfFwddGY/uGSpDlr96q0zGJwRAAAAA3fyZMnVVZW5vDbnllZWQ636dixo+bPn6///ve/evvtt2WxWNS3b18dOVL9JAcmt9grr30+oGOg2rdoYnA0jUhZqXTgK1ui/JXe0svR0uo/S/s+lyylkn+49NtXpD9+akuiAwAAXEKD+n5aXFycPvzwQ7u2NWvWKC4urtptPDw85OHhUduhoQ4Nu66dZn++R0dOF+r9b37UnTHO/YcXAACAEeLi4uzG4X379lVUVJTmzZunadOmOdxm0qRJSklJqVjOzc112iR6fvE5vfe17WJDUt9QY4NpDApOSXs+lb5fbfu/KOfCOrOr1C5OuiZBumaw1CJS4matAADgChmaQM/Ly9OePXsqlvfv369t27bJ399f7dq106RJk/Tjjz/qrbfekiQ98MADeuWVV/T444/rvvvu02effab//Oc/+uCDD4w6BBjAy91Fo28I1/SPduvVtXv1u55t5GJmAAwAAPBLBQQEyMXFxeG3PYODg6/oNdzc3BQdHW03vq+MyS0XrPjmR50tPqewgCa6IZLyIT+b1Sodz7AlzL//WDqSLlkv+naql7/U4Ve2pHnEQMnLz7BQAQBAw2ZoAv3rr7/WgAEDKpbLZ6MkJSVp4cKFOnbsmA4dOlSxPiwsTB988IEeeeQRzZw5U23atNHrr7+uhISEOo8dxrqnT3vNXbdX+0/ma9X2o7qtR2ujQwIAAGiw3N3d1atXL6WmpmrIkCGSJIvFotTUVE2YMOGKXqOsrEw7duzQLbfcUouRNg5Wq1VvbTggSbq3T3uZ6/tkEItFOpEhuXpKTYMkj6bGxFFaJB348nzS/BMp55D9+qAutoR5hwSpTYxk5qasAADg6hmaQI+Pj5fVaq12/cKFCx1u880339RiVGgImni46o/Xh2nGJ9/rlc/26NZurer/Hx4AAAD1WEpKipKSkhQTE6PevXvrpZdeUn5+vpKTkyVJI0aMUOvWrTV9+nRJ0rPPPqs+ffooMjJSZ86c0QsvvKCDBw9q1KhRRh5Gg7Bh30/6PjtP3u4uGtqrjdHhVO9slvTN29I3i6TTBy60uze1JdKbBZ//P0RqFiQ1Dbb/39Pv6kul5B6VfvjENst831qptODCOldPKezGC0lzP+csBwQAAGpXg6qBDlxsRN9Q/fuLffrheJ5W78rSLV1DjA4JAACgwbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0SGazuaL/6dOnNXr0aGVlZal58+bq1auX1q9fr86dOxt1CA3GW+ttNw+9Pbq1fL3cDI6mEkuZ9MMaaeubtqS1tczW7uYtySSV5ksledKpPOnU3ku/lqun1DSwUmL9/OPiNu8WUvnPlsUiHf3m/Czz1VLWdvvXbNbqQi3zsBsld+8afwsAAAAuZrJeagp4I5SbmytfX1/l5OTIx8fH6HBwlV5c871eTv1BUSE++vCh62XiZkAAAKCeYfxZPWd8b348U6gbnv9MFqv08cM3qmNwM6NDsjlzSNq6yDbj/OzRC+1t+0i9kqTOQ2zJ6uKz0tlsKS/LNkM9L/ui/49dWHfxTTwvx+wqNQm0JdRzjkj5Jy5aaZJa97IlzK9JkIK7cgNQAADwi/zSsScz0NGg3dcvVG98uU8Zx3KVmnFcgzoHGR0SAAAAUK3Fmw7KYpXiwlsYnzwvK5UyP5S2vCnt/UzS+blVXv5S999LPUdIgZ3st/FoZnsERF76tUsLzyfVy5Ptlf8//yg4KVnO2ZL25Yl792ZS5EBb0jzyZqlpyxo/dAAAgCtFAh0Nmp+3u+6NC9XcdXs167MfdFNUILPQAQAAUC8VlZZpSfphSVJS3/bGBfLTXluJlm2L7Wd7h/W3zTbv9BvJ1ePq9uHmJTUPtT0upaxUyjt+Ibnu0dQ2693V/er2DwAAUENIoKPBG3VDmBau369vj+Toix9Oqv81zFABAABA/fPhjmM6lV+iEF9PDYqq429OlhZJGSttifMDX15obxok9Rgu9bxX8g+v25gkycVN8m1tewAAANRDJNDR4AU09dDw2PZ646v9mpX6g27sEMAsdAAAANQ7b64/IEm6p097ubqYL925phzPsJVo2b5UKjxtazOZpchBUs8kW11xl3p2I1MAAIB6hAQ6GoUxN4Zr0caD+vrgaW3Y95P6RgQYHRIAAABQYdvhM/r2SI7cXcy6+7q2tbuzknxp53LbbPMjmy+0+7SxzTSPvkfybVO7MQAAADQSJNDRKAT6eGrYdW311oaDeuWzPSTQAQAAUK+8dX72+W+6hSig6VXWF6/O0W9ss813vCeVnLW1mV2ljolSz5FSxADJ7FI7+wYAAGikSKCj0RjTP0JL0g9p/d6ftOXgKfVq7290SAAAAIBO5hVr1fZjkqSkvqE1++JFudKO/9gS51nbL7T7h0s9R0jd/yA1q+N66wAAAI0ICXQ0Gq39vDS0Zxst3XxYL6fu0Zv39TY6JAAAAEDvbj6skjKLurf1U/e2fjXzoj/tldL/LX3ztlSSZ2tzcZeifiv1SpLaXy+Z66jOOgAAQCNGAh2Nyrj4SC3bckTrvj+hbw+fqbk/UAAAAIBf4FyZRW9vPChJSoprf3UvZrVK+9dJG+dK36+WZLW1B3SUeo2Uug+TvPkWJgAAQE0igY5GpV0Lb93Wo5WWb/1Rsz7bo9eTYowOCQAAAE5szXfZOpZTpBZN3HVL15Bf9iKlhdL2/0ib5krHv7vQ3iFB6vOAFD5AMplqJmAAAADYIYGORmf8gEit+OZHfZqRre+O5qpzKx+jQwIAAICTenPDAUnSsN5t5en2M2/gmXtU2vy69PUCqfCUrc2tiRQ9XOo9RgqIrNlgAQAAUAUJdDQ6ES2b6jfdWmnlt0c1+/M9mj28p9EhAQAAwAllZp3Vxn2n5GI2aXjszyjfcuRraeMc6bv3Jcs5W5tfO1vSPPoeycuvNsIFAACAAyTQ0SiNHxChld8e1Yc7j2nP8bOKDGxmdEgAAABwMm+dn33+q85BauXndenOZaXSd/+1lWk5svlCe/vrbWVaOt4imX/mDHYAAABcNRLoaJQ6Bfso4dogfbwrW698tkcvDYs2OiQAAAA4kZzCUi3f+qMkaURcaPUdC05JWxZI6a9LZ4/a2lzcpa53SrEPSCHdaj9YAAAAVIsEOhqtBwd20Me7svW/b49q4qBrFBbQxOiQAAAA4CQ+/S5bhaVl6hDYVH3C/at2OJ5hK9Oy/V3pXJGtrUmgdN0oKSZZahpYtwEDAADAIRLoaLS6tPbVwE6B+mz3cb36+R69cGd3o0MCAACAk0jbe1KSNKhzkEwmk63RYpF++ETaNEfat/ZC55DuUp9x0rW3S64edR8sAAAAqkUCHY3agwMj9dnu41rxzY966KYOauvvbXRIAAAAaOSsVqvS9tgS6P0iAqTis9K2xdKmedKpvbZOJrMUdasUO1Zq10cqT7IDAACgXiGBjkYtul1z3dAhQF/+cFJz1u3V327vanRIAAAAaOT2nshXdm6xwl1Pqs8PM6T33pGKc20rPX2lnklS79GSXztjAwUAAMBlkUBHo/fgwA768oeTeu/rI3pwYKRCfL2MDgkAAACN2Pq9JxVn3qW3XP8h1/RSW2OLDlKfB6Tuv5fcuTcPAABAQ2E2OgCgtvUO81fvMH+VlFk0b90+o8MBAABAI/dN5n79022O3FQqtYuThv+fND7ddoNQkucAAAANCgl0OIWHBnaQJC1JP6TjZ4sMjgYAAACNVZnFqpsPvKBWplMq8gmT7vk/qcMgycyfXgAAAA0Rozg4hX6RLRTdzk/F5yx6/cv9RocDAACARurIF2/pFqXpnNUs1zteY8Y5AABAA0cCHU7BZDJVzEJ/e+NBncovMTgiAAAANDo5RxT85ZOSpA+a3yvXdtcZHBAAAACuFgl0OI34ji3VtbWvCkrK9MZX1EIHAABADbJYpBUPyKMsT99YInWm14NGRwQAAIAaQAIdTsNkMmnCwEhJ0pvrDyqnoNTgiAAAANBobHxVOvClCqweeqR0rPpeE2x0RAAAAKgBJNDhVG6OClLHoGbKKz6nhesPGB0OAAAAGoPsXVLqVEnStHP3qKBpqCIDmxocFAAAAGoCCXQ4FbP5wiz0+Wn7dbaIWegAAAC4CqVF0v+NlspKtLf59VpSNlB9I1rIZDIZHRkAAABqAAl0OJ1buoYovGUT5RSWatHGg0aHAwAAgIbss2nS8V2Sd4CeNY+VZFLfyACjowIAAEANIYEOp+NiNmnCANss9Ne/3K+CknMGRwQAAIAGaf8X0obZkqSCxJf05VHbrPN+JNABAAAaDRLocEq/7d5K7Vt461R+iRZvOmR0OAAAAGhoCs9IK8ZKsko9k5Tm0lsWqxQW0ESt/byMjg4AAAA1hAQ6nJKri1nj4iMkSfO+2Kei0jKDIwIAAECD8uGjUu4RyT9cSvib0vaclCT1jWhhcGAAAACoSSTQ4bRuj26j1n5eOnG2WEvTmYUOAACAK7TjPWnHMsnkIt3+b8mjqdbvtSXQKd8CAADQuJBAh9NydzVr7PlZ6C9/tkc5haUGRwQAAIB6L+eI9EGK7fmNj0ptr9Pxs0X6PjtPJpMUF84MdAAAgMaEBDqc2rDr2ioysKlO5Zdo9ud7jA4HAAAA9ZnFIr0/VirKkVr1lG58TJK0fs9PkqTOIT5q3sTdyAgBAABQw1yNDgAwkquLWX/5dZSSF2zWwrQDGh7bTu1bNDE6LAAAANRHm+ZI+7+Q3Lyl370mubhJUkX98+sp3wIAQJ0oKytTaSmVBFCVu7u7zOaanTNOAh1OL/6alrqhQ4C+/OGk/v7Rbs25p5fRIQEAAKC+yf5O+nSq7fmvnpMCIiVJVqtV6/faZqD3JYEOAECtslqtysrK0pkzZ4wOBfWU2WxWWFiY3N1r7luBJNDh9Ewmk576dWclzvxCH+3M0qZ9PymW2pUAAAAod65YWj5aKiuWOiRIMfdVrDr4U4F+PFMoNxeTrgttbmCQAAA0fuXJ88DAQHl7e8tkMhkdEuoRi8Wio0eP6tixY2rXrl2N/XyQQAckdQxupt/3bqd3Nh3Scx9k6L/j+8ls5pcwAAAAJH32nJS9U/JuIf12lnTRH2Npe23lW6LbNZe3O39eAQBQW8rKyiqS5y1aMPERjrVs2VJHjx7VuXPn5ObmViOvyU1EgfMeufkaNfNw1Y4fc7Timx+NDgcAAAD1wYGvpPWzbM9/O0tqFmS3urz+eb8IyrcAAFCbymuee3t7GxwJ6rPy0i1lZWU19pok0IHzApp6aPxAWy3Lf3y8WwUl5wyOCAAAoG7Nnj1boaGh8vT0VGxsrNLT069ou6VLl8pkMmnIkCG1G2BdK8qRVjwgySpF3yt1+rXdaovFqg3n65/3i2QmHAAAdYGyLbiU2vj5IIEOXGRk31C19fdSdm6x5q3bZ3Q4AAAAdebdd99VSkqKnnnmGW3dulXdu3dXQkKCjh8/fsntDhw4oEcffVQ33HBDHUVahz58TMo5LDUPlQZPr7L6u2O5Ol1QqibuLure1q/OwwMAAEDto0gfcBFPNxc9MThK4xdv1bwv9ur3vdsp2NfT6LAAAABq3YsvvqjRo0crOTlZkjR37lx98MEHmj9/vp544gmH25SVlWn48OGaOnWqvvzyS505c6YOI65lO5dL29+VTGbpd69JHs2qdFl/vv55bHgLubkwNwkAAFS1bt06jRkzRp6e9vkli8Wi/v37a9asWYqNjVVxcXGVbfPy8rRr1y55eHjYtYeGhurgwYPV7jMpKUkLFy6skfgv9tBDDyktLU07d+5UVFSUtm3bdsn+zz//vBYtWiRXV/sUdElJif7yl7+oT58+SkxMdFiWJywsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCBDpQyS1dg3VdaHNtPnBa//h4t168q4fRIQEAANSqkpISbdmyRZMmTapoM5vNGjRokDZs2FDtds8++6wCAwP1xz/+UV9++eVl91NcXGz3x2Fubu7VBV5bco9Kqx6xPb/hT1Lb3g67pe2xlW/pG0H5FgAA4FhhYaGGDRumKVOm2LUfOHCgYpKCyWRymIyOj4+X1Wqt0r558+aKGt/r16/X0KFDlZmZKR8fH0mSl5dXzR7ERe677z5t2rRJ27dvv2zf06dP65VXXlF8fLxd+8KFC3X27FmVlpaqb9++DpP9ffr0kSQdO3bM4XszcuTIirr4tY1pEkAlJpNJT/26syRp+dYftf3IGWMDAgAAqGUnT55UWVmZgoLsb5AZFBSkrKwsh9t89dVXeuONN/Taa69d8X6mT58uX1/fikfbtm2vKu5aYbFI74+Vis5IraKl/n922K3knEXp+09JkvpFcgNRAABQd1q2bKng4GAFBwfL399fkhQYGFjRtnjxYkVERMjd3V0dO3bUokWL7LY3mUyaM2eOEhMT5eXlpfDwcL333nuX3e/LL7+s8ePHKzw8vFaOq74igQ440L2tn26Pbi1Jem5VhsOrfQAAAM7q7Nmzuvfee/Xaa68pIODKk8eTJk1STk5OxePw4cO1GOUvlD5P2rdWcvWylW5xcXPY7ZtDp1VYWqYWTdzVMahqeRcAAAAjrFixQhMnTtSf/vQn7dy5U2PGjFFycrI+//xzu36TJ0/W0KFD9e2332r48OEaNmyYMjIyDIq6fqOEC1CNxwd31Ec7jyn9wCmt3pmlxK4hRocEAABQKwICAuTi4qLs7Gy79uzsbAUHB1fpv3fvXh04cEC33nprRZvFYpEkubq6KjMz02E9Sg8Pjyo1POuV4xnSmmdszxOekwI6VNs1be/58i2RATKbTXURHQAAqMRqtaqwtMyQfXu5uchkqn9jgBkzZmjkyJEaN26cJCklJUUbN27UjBkzNGDAgIp+d955p0aNGiVJmjZtmtasWaNZs2bp1VdfNSTu+owEOlCNEF8v3X9jhF5O/UHTP9qtgVGB8nB1MTosAACAGufu7q5evXopNTVVQ4YMkWRLiKempmrChAlV+nfq1Ek7duywa3vqqad09uxZzZw5s36WZrmcc8XS/42WyoqlDr+SYv54ye7r99huINqP+ucAABimsLRMnZ/+2JB9f/dsgrzd619qNSMjQ/fff79dW79+/TRz5ky7tri4uCrL5bXGExMTK+5v0759e+3atav2Am4A6kUJl9mzZys0NFSenp6KjY1Venp6tX0XLlwok8lk96h8F1ugpoy5MVyBzTx06FSB3lx/wOhwAAAAak1KSopee+01vfnmm8rIyNDYsWOVn5+v5ORkSdKIESMqbjLq6empLl262D38/PzUrFkzdenSRe7u7kYeyi/z+V+l7B2Sdwvpt69Il5hRll98TtsOn5FE/XMAAND4vP7669q2bZu2bdumDz/80OhwDGf4ZZJ3331XKSkpmjt3rmJjY/XSSy8pISFBmZmZCgwMdLiNj4+PMjMzK5br49cl0Dg08XDVYwkd9dh72zUrdY+G9myjFk3r8deOAQAAfqG7775bJ06c0NNPP62srCz16NFDq1evrrix6KFDh2Q214v5NzXvwFdS2su257e+LDULumT39P2ndM5iVVt/L7X1966DAAEAgCNebi767tkEw/ZdH0VFRSktLU1JSUkVbWlpaercubNdv40bN2rEiBF2y9HR0ZKk1q1b102wDYThCfQXX3xRo0ePrpjZMnfuXH3wwQeaP3++nnjiCYfbmEwmh7UYgdowtGcbvbnhgHb+mKt/ffq9nhvS1eiQAAAAasWECRMclmyRpLVr115y24ULF9Z8QHWhKEda8YAkqxR9jxT1m8tu8lVF+RZmnwMAYCSTyVQvy6gY6bHHHtNdd92l6OhoDRo0SCtXrtTy5cv16aef2vVbtmyZYmJidP311+udd95Renq63njjjUu+9p49e5SXl6esrCwVFhZWlHzp3Llzw/wG4hUydApJSUmJtmzZokGDBlW0mc1mDRo0SBs2bKh2u7y8PLVv315t27bVbbfd5vR1eFC7zGaTnvq17Srd4k2H9H32WYMjAgAAQI358HEp57DUPFQa/Pcr2iTtfAK9L+VbAABAPTNkyBDNnDlTM2bM0LXXXqt58+ZpwYIFio+Pt+s3depULV26VN26ddNbb72lJUuWVJmlXtmoUaMUHR2tefPm6fvvv1d0dLSio6N19OjRWjwi4xl6iebkyZMqKyur+FpouaCgIO3evdvhNh07dtT8+fPVrVs35eTkaMaMGerbt6927dqlNm3aVOlfXFys4uLiiuXc3NyaPQg4hT7hLZRwbZA+3pWtv36QoTfv6210SAAAALhau1ZI25dKJrN0+78lj2aX3eRkXrF2Z9kmVPTlBqIAAMBg8fHxslqtdm1jx47V2LFjL7ldq1at9Mknn/ysfV3uG4mNVYMrYhgXF6cRI0aoR48e6t+/v5YvX66WLVtq3rx5DvtPnz5dvr6+FY+2bdvWccRoLCYlRsnNxaR135/Q2szjRocDAACAq5F7VFr5sO359SlSu9gr2mzD3p8kSZ2CmymAe+MAAAA0eobOQA8ICJCLi4uys7Pt2rOzs6+4xrmbm5uio6O1Z88eh+snTZqklJSUiuXc3FyS6PhFQgOaKCkuVK9/tV9//SBD10cGyNWlwV2DAgAAgMUivT9OKjojhfSQ4h3fe8mR9XvP1z+nfAsAALgCvr6+WrVqlVatWlVlXUKC7Qaofn5+iomJcbh9Q76Je5s2bfToo486XPfkk0/Ky8tLO3fudHjsXbva7kEYFRVV7Xvj5eVVc8FegqEJdHd3d/Xq1UupqakaMmSIJMlisSg1NbXamxdVVlZWph07duiWW25xuN7Dw0MeHswMQc148KYO+r+tR/TD8Twt2XxY9/Zpb3RIAAAA+LnS/y3t+1xy9ZJ+95rk4nbFm6btsc1A7xdJ+RYAAHB5cXFx+vrrry/ZZ/Xq1XUUjU3lki+15VI3qC93ufdmwYIFNRnSL2L4JYyUlBS99tprevPNN5WRkaGxY8cqPz9fycnJkqQRI0Zo0qRJFf2fffZZffLJJ9q3b5+2bt2qe+65RwcPHtSoUaOMOgQ4EV8vNz1y8zWSpH+t+V45haUGRwQAAICf5VyxtOEV2/NfTZNaXnPFmx4+VaBDpwrkajapdxgJdAAAAGdg6Ax0Sbr77rt14sQJPf3008rKylKPHj20evXqihuLHjp0yO6rCqdPn9bo0aOVlZWl5s2bq1evXlq/fv1l7xIL1JTf926nN9cf0N4T+Xr18z2adEuU0SEBAADgSrl6SKM/l7YslK77eZNw0vbYyrf0aOunph6G/ykFAACAOmCy1tWc/XoiNzdXvr6+ysnJkY+Pj9HhoIH6fPdxJS/cLHcXsz5N6a92LbyNDgkAANRTjD+r19DemweXfKOV3x7VQzd1UMrNVz5zHQAAXL2ioiLt379fYWFh8vT0NDoc1FOX+jn5pWNPw0u4AA1RfMeWuqFDgErKLJr+UYbR4QAAAKCWWa1WbSi/gWgE5VsAAACcBQl04BcwmUx66tedZTZJH+3M0qZ9PxkdEgAAAGpRZvZZncwrkZebi6LbNTc6HAAAANQREujAL9QxuJmG9W4nSXrugwxZLE5VDQkAAMCppO2xTZi4Lsxf7q78GQUAAOAsGPkBVyHl5mvU1MNVO37M0YpvfjQ6HAAAANSS8huIUr4FAADAuXDreOAqBDT10PgBkXp+9W794+PdSuwaLG93PlYAAACNSWmZpaJkX7/IAIOjAQAADcm6des0ZsyYKje0tFgs6t+/v2bNmqXY2FgVFxdX2TYvL0+7du2Sh4eHXXtoaKgOHjxY7T6TkpK0cOHCGon/Yg899JDS0tK0c+dORUVFadu2bZfs//zzz2vRokVydbXPlZWUlOgvf/mL+vTpo8TERHl7e1fZNiwsTCtWrNDtt9+u/fv3V1lfUFCgjz76SBEREVd1TFeCTB9wlZL7heqdTQd15HSh/v3FPj086BqjQwIAAEAN2n7kjPJLytTc202dQ3yMDgcAADQghYWFGjZsmKZMmWLXfuDAAT3xxBOSbPfac5SMjo+Pl9VatWTw5s2bVVZWJklav369hg4dqszMTPn42MYpXl5eNXsQF7nvvvu0adMmbd++/bJ9T58+rVdeeUXx8fF27QsXLtTZs2dVWlqqvn37Okz29+nTR5J07Ngxh+/NyJEjVVpa+ksO4WejhAtwlTzdXDQpMUqSNG/dPmXlFBkcEQAAAGpSef3zuIgWMptNBkcDAACcXcuWLRUcHKzg4GD5+/tLkgIDAyvaFi9erIiICLm7u6tjx45atGiR3fYmk0lz5sxRYmKivLy8FB4ervfee++y+3355Zc1fvx4hYeH18px1Vck0IEacEvXYMW0b67C0jL94+PdRocDAACAGlRe/7xvBOVbAACoV6xWqSTfmIeDmeH1wYoVKzRx4kT96U9/0s6dOzVmzBglJyfr888/t+s3efJkDR06VN9++62GDx+uYcOGKSMjw6Co6zdKuAA1wGQyafJvOuu22WlavvVHjewbqm5t/IwOCwAAAFepoOScth46LYn65wAA1DulBdLfWhmz7yePSu5NjNn3JcyYMUMjR47UuHHjJEkpKSnauHGjZsyYoQEDBlT0u/POOzVq1ChJ0rRp07RmzRrNmjVLr776qiFx12fMQAdqSPe2fro9urUk6blVGQ5rVAEAAKBh2XzgtErLrGrl66nQFlVvcAUAAFCfZGRkqF+/fnZt/fr1qzK7PC4urspyeZ/ExEQ1bdpUTZs21bXXXlu7ATcAzEAHatBjCR310c5jSj9wSqt3Zimxa4jRIQEAAOAqrD9fvqVfZIBMJuqfAwBQr7h522aCG7XvRur1119XYWGhJMnNzc3gaIzHDHSgBrXy89L9N9hupDD9o90qPldmcEQAAAC4Gml7LyTQAQBAPWMy2cqoGPGopxfWo6KilJaWZteWlpamzp0727Vt3LixynJUVJQkqXXr1oqMjFRkZKTat29fuwE3AMxAB2rYmP4RWrr5sA6dKtCb6w/o/hsjjA4JAAAAv8CZghLtOporSeob0cLgaAAAAC7vscce01133aXo6GgNGjRIK1eu1PLly/Xpp5/a9Vu2bJliYmJ0/fXX65133lF6erreeOONS772nj17lJeXp6ysLBUWFmrbtm2SpM6dO8vd3b22DslwJNCBGtbEw1WPJnTU4+9t16zUPRras41aNPUwOiwAAAD8TBv2/iSrVeoQ2FSBPp5GhwMAAHBZQ4YM0cyZMzVjxgxNnDhRYWFhWrBggeLj4+36TZ06VUuXLtW4ceMUEhKiJUuWVJmlXtmoUaO0bt26iuXo6GhJ0v79+xUaGlrTh1JvkEAHasEdPdvozfUHtOtorl769AdNG9LF6JAAAADwM321h/ItAACgfouPj5fVarVrGzt2rMaOHXvJ7Vq1aqVPPvnkZ+1r7dq1Pze8RoEa6EAtMJtNeurXtqt2i9MP6YfsswZHBAAAgJ9r/d6fJJFABwAAcGbMQAdqSVxEC/2qc5A++S5bz32QoTfv6210SAAAALhCR88Uav/JfJlNUmy4v9HhAACABsrX11erVq3SqlWrqqxLSEiQJPn5+SkmJsbh9mZzw53/3KZNGz366KMO1z355JPy8vLSzp07HR57165dJdluilrde+Pl5VVzwV4CCXSgFj15S5Q+zzyudd+f0NrM44rvGGh0SAAAALgCaefLt3Rr4ycfTzeDowEAAA1VXFycvv7660v2Wb16dR1FY1O55EttmTBhgiZMmHDJPpd7bxYsWFCTIf0iDfcSBtAAhAY0UVJcqCTp2ZXf6WResbEBAQAA4IpcKN/SwuBIAAAAYCQS6EAte3BgB7Vs5qF9J/N119wNOnK6wOiQAAAAcAlWq7ViBnq/COqfAwAAODMS6EAt8/V207v391FrPy/tO5mvO+du0J7j3FQUAACgvtpzPE/HzxbLw9Wsnu2bGx0OAAAADEQCHagD4S2b6r2xcYpo2UTHcop059wN2nb4jNFhAQAAwIHy2efXhfrL083F4GgAAABgJBLoQB0J8fXSsgf6qnsbX50uKNUfXttY8ccZAAAA6o+08/XP+1L/HAAAwOmRQAfqkH8Td70zuo/6RbZQQUmZkhds1uqdx4wOCwAAAOedK7No477zNxCl/jkAAIDTI4EO1LGmHq6aP/I6Db42WCVlFo17Z6ve3XzI6LAAAAAgaefRXJ0tOicfT1d1ae1rdDgAAAAwmKvRAQDOyMPVRbOH99STy3fo3a8P68//t0NnCko1pn+E0aEBAAA4tfISe33CW8jFbDI4GgAA0NCtW7dOY8aMkaenp127xWJR//79NWvWLMXGxqq4uLjKtnl5edq1a5c8PDzs2kNDQ3Xw4MFq95mUlKSFCxfWSPwXM5mqjo2WLFmiYcOGOez/4IMPat26dTKb7edwFxUVad68eZJU4+9NbSCBDhjExWzS34d2lV8TN81bt0/TP9qtUwUlemJwJ4e/kAAAAFD7yhPo/SIp3wIAAK5eYWGhhg0bpilTpti1HzhwQE888YQkW2J627ZtVbaNj4+X1Wqt0r5582aVlZVJktavX6+hQ4cqMzNTPj4+kiQvL6+aPYiLLFiwQIMHD65Y9vPzq7bviRMn9L///U+hoaF27VOmTFFhYaEk1fh7Uxso4QIYyGQyaVJilJ5I7CRJmrdunyYt36EyS938AgAAAMAFRaVl+vrgaUkk0AEAQP3VsmVLBQcHKzg4WP7+/pKkwMDAirbFixcrIiJC7u7u6tixoxYtWmS3vclk0pw5c5SYmCgvLy+Fh4frvffeu6J9+/n5VewnODi4yuzxxogEOlAPPNA/Qn//XVeZTdLSzYc1YfFWFZ8rMzosAAAAp7Ll4GmVnLMoyMdDES2bGB0OAAC4DKvVqoLSAkMedTX7+edasWKFJk6cqD/96U/auXOnxowZo+TkZH3++ed2/SZPnqyhQ4fq22+/1fDhwzVs2DBlZGRc9vXHjx+vgIAA9e7dW/Pnz6+370NNooQLUE8M691Ovl5umrh0mz7amaWzC7/WvHt7qYkHH1MAAIC6UFG+JSKAknoAADQAhecKFbs41pB9b/rDJnm7eRuy70uZMWOGRo4cqXHjxkmSUlJStHHjRs2YMUMDBgyo6HfnnXdq1KhRkqRp06ZpzZo1mjVrll599dVqX/vZZ5/VwIED5e3trU8++UTjxo1TXl6eHnroodo9KIMxAx2oRxK7hmj+yOvk7e6ir/ac1B9e36TT+SVGhwUAAJzE7NmzFRoaKk9PT8XGxio9Pb3avsuXL1dMTIz8/PzUpEkT9ejRo8rXgxuatL0/SZL6Ur4FAAA0UBkZGerXr59dW79+/arMLo+Li6uyXN4nMTFRTZs2VdOmTXXttddW9Jk8ebL69eun6Oho/fnPf9bjjz+uF154oZaOpP5gaitQz1zfIUCLR/dR8oJ0fXv4jO6ct0GL/thbIb61dwMIAACAd999VykpKZo7d65iY2P10ksvKSEhQZmZmQoMDKzS39/fX3/5y1/UqVMnubu7a9WqVUpOTlZgYKASEhIMOIKrk1NYqh1HzkiS+kW2MDYYAABwRbxcvbTpD5sM23dj9frrr1fc5NPNza3afrGxsZo2bZqKi4vl4eFRV+HVOWagA/VQj7Z+WvZAnIJ9PLXneJ7umLNB+07kGR0WAABoxF588UWNHj1aycnJ6ty5s+bOnStvb2/Nnz/fYf/4+HjdfvvtioqKUkREhCZOnKhu3brpq6++quPIa8bGfT/JYpXCWzZh4gIAAA2EyWSSt5u3IY/6Wu4tKipKaWlpdm1paWnq3LmzXdvGjRurLEdFRUmSWrdurcjISEVGRqp9+/bV7mvbtm1q3rx5o06eS8xAB+qtyMBmem9snO59I137T+brzrkb9OZ9vdWlta/RoQEAgEampKREW7Zs0aRJkyrazGazBg0apA0bNlx2e6vVqs8++0yZmZl6/vnnazPUWrP+ovrnAAAADdVjjz2mu+66S9HR0Ro0aJBWrlyp5cuX69NPP7Xrt2zZMsXExOj666/XO++8o/T0dL3xxhvVvu7KlSuVnZ2tPn36yNPTU2vWrNHf/vY3Pfroo7V9SIYjgQ7UY22ae2vZA3FKmp+uXUdz9ft/b9TrSTGKDedrxQAAoOacPHlSZWVlCgoKsmsPCgrS7t27q90uJydHrVu3VnFxsVxcXPTqq6/q5ptvrrZ/cXGxiouLK5Zzc3OvPvgaUl7/nPItAACgIRsyZIhmzpypGTNmaOLEiQoLC9OCBQsUHx9v12/q1KlaunSpxo0bp5CQEC1ZsqTKLPWLubm5afbs2XrkkUdktVoVGRlZ8Q3Gxo4EOlDPBTT10JL7+2jUm18rff8pjZifrtl/6KlBnYMuvzEAAEAtatasmbZt26a8vDylpqYqJSVF4eHhVf5AKzd9+nRNnTq1boO8Atm5RdpzPE8mk9SHiQoAAKABiY+Pl9VqtWsbO3asxo4de8ntWrVqpU8++eSK9zN48GANHjz4F8XY0FEDHWgAfDzd9NZ9vTUoKkjF5ywa8/YWLd96xOiwAABAIxEQECAXFxdlZ2fbtWdnZys4OLja7cxmsyIjI9WjRw/96U9/0h133KHp06dX23/SpEnKycmpeBw+fLjGjuFqpJ0v39Klla/8vN0NjgYAAAD1CTPQgQbC081Fc+/pqcf/b7uWb/1RKf/5VmcKSnXf9WFGhwYAABo4d3d39erVS6mpqRoyZIgkyWKxKDU1VRMmTLji17FYLHYlWirz8PColzeZSttjK9/Sl/ItAACghvn6+mrVqlVatWpVlXUJCQmSJD8/P8XExDjc3mxuuPOfIyIidMcddzhcV37sDeG9IYEONCCuLmbNuKO7/LzcNT9tv55d9Z3OFJTokZuvqbd3fwYAAA1DSkqKkpKSFBMTo969e+ull15Sfn6+kpOTJUkjRoxQ69atK2aYT58+XTExMYqIiFBxcbE+/PBDLVq0SHPmzDHyMH42q9Wq9XttM9Cvj+QGogAAoGbFxcXp66+/vmSf1atX11E0NpVLvtSWv/71r/rrX/96yT717b1xhAQ60MCYzSZN/k2U/Ju4acYn3+vlz/bodEGppv72WpnNJNEBAMAvc/fdd+vEiRN6+umnlZWVpR49emj16tUVNxY9dOiQ3Syf/Px8jRs3TkeOHJGXl5c6deqkt99+W3fffbdRh/CL7D+Zr2M5RXJ3MSumvb/R4QAAAKCeIYEONEAmk0kTBnaQr7e7nv7vTi3aeFBnCkv1zzu7y9214X61BwAAGGvChAnVlmxZu3at3fJzzz2n5557rg6iql1pe23lW3q295OXu4vB0QAAAKC+IdMGNGD39mmvmcOi5Wo2aeW3RzX6ra/1Q/bZOvsqDgAAQEO3/vwNRPtFUL4FAAAAVTEDHWjgftu9lXw8XTX27a1a9/0Jrfv+hNr6e+mmTkEa2ClQseH+8nBlNhUAAEBlZRar1u8tv4EoCXQAAABURQIdaATiOwZq6f199K9Pv9f6vT/p8KlCLVx/QAvXH5C3u4tu6BCgmzoFKb5TSwU28zQ6XAAAgHrhu6O5yiksVVMPV3Vv42t0OAAAAKiHSKADjUT3tn5amNxbBSXnlLbnJ322O1upGcd1/GyxPt6VrY93Zdv6tfHVwE5BuikqUNe28pHJxI1HAQCAc0rbayvf0ifcX64uVLcEAABAVSTQgUbG291VN3cO0s2dg2SxWPXdsVylZhzXZ7uz9e2RnIrHvz79XkE+HhrYKVADOwWpX2QLebvzKwEAADiPtPP1z/tS/xwAAADVIFsGNGJms0ldWvuqS2tfTRzUQcdzi7Q284RSd2fryx9OKju3WEvSD2tJ+mG5u5rVN6KFbuoUqAGdAtWmubfR4QMAANSa4nNl2nzglCSpH/XPAQBALVm3bp3GjBkjT0/7kroWi0X9+/fXrFmzFBsbq+Li4irb5uXladeuXfLw8LBrDw0N1cGDB6vdZ1JSkhYuXFgj8V/MURWDJUuWaNiwYQ77P/jgg1q3bp3MZvtv+hUVFWnevHmSVOPvTW0ggQ44kUAfT911XVvddV1bFZ8r06Z9p/TZ7uP6NCNbR04Xam3mCa3NPCH9d5c6BTfTwE6BuikqUD3aNpeLmVIvAACg8fjm0BkVlVoU0NRD1wQ1NTocAADQSBUWFmrYsGGaMmWKXfuBAwf0xBNPSLIlprdt21Zl2/j4eFmt1irtmzdvVllZmSRp/fr1Gjp0qDIzM+Xj4yNJ8vLyqtmDuMiCBQs0ePDgimU/P79q+544cUL/+9//FBoaatc+ZcoUFRYWSlKNvze1gUJ/gJPycHXRjde01JTfXqsvHx+gNY/cqCcSO6l3qL/MJml31lm9unavhs7ZoJjn1ijl3W1atf2ocotKjQ4dAADgql0o39KCe8IAAIAGpWXLlgoODlZwcLD8/f0lSYGBgRVtixcvVkREhNzd3dWxY0ctWrTIbnuTyaQ5c+YoMTFRXl5eCg8P13vvvXdF+/bz86vYT3BwcJXZ441RvZiBPnv2bL3wwgvKyspS9+7dNWvWLPXu3bva/suWLdPkyZN14MABdejQQc8//7xuueWWOowYaFxMJpM6BDVTh6BmeqB/hM4UlGjd9yeUmnFcazOP63RBqZZ/86OWf/OjXM0mtfP3lq+3m5p7u8vPy+3Cc283+Z1v8zvf5uvtpmYervxhCgAA6pXyBPr1lG8BAKDBslqtsp6fyVzXTF5e9TLXsWLFCk2cOFEvvfSSBg0apFWrVik5OVlt2rTRgAEDKvpNnjxZf//73zVz5kwtWrRIw4YN044dOxQVFXXJ1x8/frxGjRql8PBwPfDAA0pOTq6X70NNMjyB/u677yolJUVz585VbGysXnrpJSUkJCgzM1OBgYFV+q9fv16///3vNX36dP3mN7/R4sWLNWTIEG3dulVdunQx4AiAxsfP21239Wit23q01rkyi7YcPK3Pdh9X6u7j2nM8T/tO5v+s13Mxm+wT7V7nE+3ebrbnTSol3b3c5OPpJrNZMptMcjGbZDJJLiaTzCbb88b+yxkAANSes0Wl+vZIjiSpb2QLg6MBAAC/lLWwUJk9exmy745bt8jkXf/uHzdjxgyNHDlS48aNkySlpKRo48aNmjFjhl0C/c4779SoUaMkSdOmTdOaNWs0a9Ysvfrqq9W+9rPPPquBAwfK29tbn3zyicaNG6e8vDw99NBDtXtQBjM8gf7iiy9q9OjRSk5OliTNnTtXH3zwgebPn19R6+ZiM2fO1ODBg/XYY49JunCCX3nlFc2dO7dOYwecgauLWbHhLRQb3kKTbonS4VMFOnqmUKcLSpVTWKIzBaWVntv+P1NQqjOFJSoqtajMYtVP+SX6Kb9E0s9LvlfHbLIl180mU0Wi3faw3TzVxWSS6fyyi/lC4t3u+fnk/MUP1/PrXV3O/282ycVslotZcjWb7fubTHJxuWibyq9z/n9TedJf5f/LblmyXRC40K6LtrE1Vt7m4uXz/+zeC8n+PSm/6FDdsrliHxfeQ7vlSsdQWcVxyFS17aL+5evt26r2k8rjdHDsl2q3e3/Ov0b5e+SovXIslY7jwvKFizYXx1tXF3Iq13VzVOaNC0sAcOXS959SmcWq9i28uXE6AABoVDIyMnT//ffbtfXr108zZ860a4uLi6uyXF5rPDExUV9++aUkqX379tq1a5ck26z1ctHR0crPz9cLL7xAAr02lZSUaMuWLZo0aVJFm9ls1qBBg7RhwwaH22zYsEEpKSl2bQkJCXr//fdrM1QA57X191Zb/yv/Q7OotKwimW5LrF9Iup8pLFHORUn3nELb89MFpSo5Z7nk61qsksVqlWSVyq7yoIAaUnHRQ1WT2VWS4JW2rel7n9hdjNGFCwwyVboIUOmig+2ijf2FnPNNFRdSdH4bs6PtK13MMDt4zYu300WvazJdeB+sVtt7VP6+VbTLareu4m1z0Gbrd75/tRcdbLFcfMHmUrGW9zGb7Y9dFX3t3/PadvFFq0orrqTJ8QWx6l7zPKsuf0GnSpO18mL1P/AV+6/0s1q+rvLFOUcX9irOpap+LlNuvkZdWvtWu384h7Q9P0mS+kZQvgUAgIbM5OWljlu3GLbvxur111+vuMmnm5tbtf1iY2M1bdo0FRcXy8PDo67Cq3OGJtBPnjypsrIyBQUF2bUHBQVp9+7dDrfJyspy2D8rK8th/+LiYhUXF1cs5+bmXmXUAH4OTzcXBfu6KNj3591UorTMNnPdej5RXma1ymq58NxitcpyfrnKc6u1IsFu9xoWW7v1/POy89uVWa0qs1h0rsy27TnL+fUW++dlldotVqvOldm2LSvfrsx6/vXO9znf35bYO580qpToq5IMvCjpJ1VKAqo8WVU1iVh+nNX+L1W8N9aL2suXL7mNpWpislx5q31b1X66ZD+rXZv1ohgdHuNF71PF8VTZX90rj7diwUAVsdjFYfAbBNQDI/uGGh0C6oHy+uf9KN8CAECDZjKZ6mUZFSNFRUUpLS1NSUlJFW1paWnq3LmzXb+NGzdqxIgRdsvR0dGSpNatW1/RvrZt26bmzZs36uS5VA9KuNS26dOna+rUqUaHAeBncnMxy83F6CjQEDlKvJdfFLCtL//2QtUEvl3i/6IZzxVt1WxjrdT34v+qzOWtPFPWwWzfKrNpq6yvOru98qzrCxdqqs7atjseB+svvlBzoY/9RZqLZ3ZX3t5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      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b06a3b9d-c02f-4707-8d10-1d87a5a8a9ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3012910e-a28e-4def-872d-6a46d9e72b64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a35b13b-2d28-458b-8b67-27cd3adeaeb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
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     "text": [
      "0.5612\n",
      "Accuracy for class: apple is 78.0 %\n",
      "Accuracy for class: aquarium_fish is 68.0 %\n",
      "Accuracy for class: baby  is 42.0 %\n",
      "Accuracy for class: bear  is 26.0 %\n",
      "Accuracy for class: beaver is 38.0 %\n",
      "Accuracy for class: bed   is 51.0 %\n",
      "Accuracy for class: bee   is 61.0 %\n",
      "Accuracy for class: beetle is 59.0 %\n",
      "Accuracy for class: bicycle is 69.0 %\n",
      "Accuracy for class: bottle is 67.0 %\n",
      "Accuracy for class: bowl  is 45.0 %\n",
      "Accuracy for class: boy   is 36.0 %\n",
      "Accuracy for class: bridge is 61.0 %\n",
      "Accuracy for class: bus   is 45.0 %\n",
      "Accuracy for class: butterfly is 49.0 %\n",
      "Accuracy for class: camel is 51.0 %\n",
      "Accuracy for class: can   is 55.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 54.0 %\n",
      "Accuracy for class: cattle is 43.0 %\n",
      "Accuracy for class: chair is 80.0 %\n",
      "Accuracy for class: chimpanzee is 72.0 %\n",
      "Accuracy for class: clock is 50.0 %\n",
      "Accuracy for class: cloud is 77.0 %\n",
      "Accuracy for class: cockroach is 72.0 %\n",
      "Accuracy for class: couch is 47.0 %\n",
      "Accuracy for class: crab  is 54.0 %\n",
      "Accuracy for class: crocodile is 39.0 %\n",
      "Accuracy for class: cup   is 76.0 %\n",
      "Accuracy for class: dinosaur is 55.0 %\n",
      "Accuracy for class: dolphin is 59.0 %\n",
      "Accuracy for class: elephant is 52.0 %\n",
      "Accuracy for class: flatfish is 39.0 %\n",
      "Accuracy for class: forest is 49.0 %\n",
      "Accuracy for class: fox   is 54.0 %\n",
      "Accuracy for class: girl  is 34.0 %\n",
      "Accuracy for class: hamster is 53.0 %\n",
      "Accuracy for class: house is 56.0 %\n",
      "Accuracy for class: kangaroo is 42.0 %\n",
      "Accuracy for class: keyboard is 64.0 %\n",
      "Accuracy for class: lamp  is 48.0 %\n",
      "Accuracy for class: lawn_mower is 76.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 64.0 %\n",
      "Accuracy for class: lizard is 28.0 %\n",
      "Accuracy for class: lobster is 30.0 %\n",
      "Accuracy for class: man   is 27.0 %\n",
      "Accuracy for class: maple_tree is 56.0 %\n",
      "Accuracy for class: motorcycle is 87.0 %\n",
      "Accuracy for class: mountain is 75.0 %\n",
      "Accuracy for class: mouse is 37.0 %\n",
      "Accuracy for class: mushroom is 54.0 %\n",
      "Accuracy for class: oak_tree is 66.0 %\n",
      "Accuracy for class: orange is 86.0 %\n",
      "Accuracy for class: orchid is 69.0 %\n",
      "Accuracy for class: otter is 28.0 %\n",
      "Accuracy for class: palm_tree is 77.0 %\n",
      "Accuracy for class: pear  is 61.0 %\n",
      "Accuracy for class: pickup_truck is 64.0 %\n",
      "Accuracy for class: pine_tree is 61.0 %\n",
      "Accuracy for class: plain is 85.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 64.0 %\n",
      "Accuracy for class: porcupine is 52.0 %\n",
      "Accuracy for class: possum is 36.0 %\n",
      "Accuracy for class: rabbit is 35.0 %\n",
      "Accuracy for class: raccoon is 56.0 %\n",
      "Accuracy for class: ray   is 40.0 %\n",
      "Accuracy for class: road  is 83.0 %\n",
      "Accuracy for class: rocket is 76.0 %\n",
      "Accuracy for class: rose  is 56.0 %\n",
      "Accuracy for class: sea   is 71.0 %\n",
      "Accuracy for class: seal  is 19.0 %\n",
      "Accuracy for class: shark is 48.0 %\n",
      "Accuracy for class: shrew is 43.0 %\n",
      "Accuracy for class: skunk is 71.0 %\n",
      "Accuracy for class: skyscraper is 78.0 %\n",
      "Accuracy for class: snail is 39.0 %\n",
      "Accuracy for class: snake is 52.0 %\n",
      "Accuracy for class: spider is 61.0 %\n",
      "Accuracy for class: squirrel is 29.0 %\n",
      "Accuracy for class: streetcar is 64.0 %\n",
      "Accuracy for class: sunflower is 79.0 %\n",
      "Accuracy for class: sweet_pepper is 48.0 %\n",
      "Accuracy for class: table is 48.0 %\n",
      "Accuracy for class: tank  is 70.0 %\n",
      "Accuracy for class: telephone is 62.0 %\n",
      "Accuracy for class: television is 67.0 %\n",
      "Accuracy for class: tiger is 62.0 %\n",
      "Accuracy for class: tractor is 64.0 %\n",
      "Accuracy for class: train is 61.0 %\n",
      "Accuracy for class: trout is 73.0 %\n",
      "Accuracy for class: tulip is 47.0 %\n",
      "Accuracy for class: turtle is 26.0 %\n",
      "Accuracy for class: wardrobe is 83.0 %\n",
      "Accuracy for class: whale is 62.0 %\n",
      "Accuracy for class: willow_tree is 44.0 %\n",
      "Accuracy for class: wolf  is 55.0 %\n",
      "Accuracy for class: woman is 29.0 %\n",
      "Accuracy for class: worm  is 58.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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